{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exercise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/simaki/fracdiff/blob/master/sample/exercise/exercise.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install cointanalysis matplotlib numpy pandas pandas_datareader scipy seaborn sklearn statsmodels  # noqa: E501\n",
    "# !pip install fracdiff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pandas_datareader\n",
    "import seaborn\n",
    "from fracdiff import Fracdiff, FracdiffStat, fdiff\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "\n",
    "seaborn.set_style(\"white\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def adf_test(array):\n",
    "    \"\"\"Carry out ADF unit-root test and print the result.\"\"\"\n",
    "    adf, pvalue, _, _, _, _ = adfuller(array)\n",
    "    print(f\"* ADF statistics: {adf:.3f}\")\n",
    "    print(f\"* ADF p-value: {pvalue:.3f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc-hr-collapsed": false
   },
   "source": [
    "## 5.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Prepare Gaussian, its cumsum and its differentiation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "gauss = np.random.randn(1000)\n",
    "brown = gauss.cumsum()\n",
    "overd = np.diff(gauss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gzHFaFlxlZFAQBEEQBEEQBEGYLfzqV7/Cfffdh2XLlmH9+vX41Kc+hYMHD3bbLEEQBGEO0tPKSXxk8MILL2y3TYIgCIIgCIIgCILQVi655JL492XLluGLX/wiTjjhhC5aJAiCIMxVWvJwlZFBQRAEQRAEQRAEQRAEQRCEJC15uMrIoCAIgiAIgiAIgjBbufjii7ttgiAIgjCHaTmGqyAIgiAIgiAIgiAIgiAIgmDSkocrR0YGBUEQBEEQBEEQBEEQBEEQQsTDVRAEQRAEQRAEQRAEQRAEoU2I4DpHufj+7d02QRAEQRAEQRCEiEtX7sBlq3Z02wxBEAShw9y35RA27R/tthlClxHBdY6ydvdIt00QBEEQBEEQBCFiz5FJrFh/oNtmCIIgCAV5dOeRls7bP1LB4HitvcYIsw4RXOcoCqrbJgiCIAiCIAiCEOF5gFLSRhcEQZgt/GIKsxLkdS+I4DpHkYdbEARBEARBEGYOjUChp+x12wxBEATBQaXuJ7a1qquIHiMAIrjOWQJ5wAVBEARBEARhxlBrBOjrKXfbDEEQBMFicKyK8+/Yktg+lZnDMutYEMF1jiIPtyAIgiAIgiDMHKoNH/090v0SBEGYafhKOUO+iKeqMBXkiz9XkReDIAiCIAiCIMwYfAkpIAiCMGNxiautyipKTeFkYc4gguscJZChGEEQBEEQBEGYETT8AINjsmK1IAhCJ2n4QWsnpsgn3ZRVHt4x1L3MhbYgguscReRWQRAEQRAEQZgZ3LP5EG5Ztx8AcN6KTc6pq4IgCMLU+PkDA9h2aLxt6U0thuvU+OWDO6eYgtBtRHCdo0gbThAEQRAEQRBmBvN7w8WyLlu1Ez+4cwvGa8nVsAVBEISp0QgU/KB5L9cwAkD7YgqIHCMAIrjOWSSkgCAIgiAIgiDMDKhl/vrnLcV4zcdhCS8gCILQEdophXRTVRFJZ/YjguscRZ5NQRAEQRAEQZgZVOqhR+v/e9vLAACD49VumiMIgiAwlEpZNGsKqudUBVMRXGc/IrjOVeThFARBEARBEIQZAQmuxy3sRbnkyQJaQkc4OCpCvnB0o1R7pZBW02pHnO6pxI8VZgYiuM5RJKSAIAiCIAiCIMwMKvUAv/iX12Ppwj487ykLsXek0m2ThDnIH3z5tm6bIAizkjRxcyqyylQFU5F0Zj8iuM5R5OEUBEEQBEEQhJnBZN1Hf28Z83vL+NZ7XoU9Rya7bZIgCMKcYyoip+vMrsZw7WLeQnsQwXWOIu7ngiAIgiAIgjAzqNR9zO8tw/M8vPzpi3FkQkIKCEI3ueWJfd02QegQrTifpZ3TamgA1aIdZt5TO1/oPiK4zlECeTgFQRAEQRAEYUawa2gS/b1h18vzvC5bIwgzk5VbB6ctr9s3HJi2vITpo1WRMk0g7a6Hq4g6sx0RXOcoMhoiCIIgCIIgCDODH92zDcf093bbDEGY0bznwge6bYIwB2irUDmlGK7dy1uYGfR02wChU8jTKQiCIAiCIAjdRimF973uWVi6sK/bpgiCECEOSnMLpRSUal0FSQsd0LJ424b6JVV09iOC6xxFQgoIgiAIgiAIQvcZrTawsM/udklYAUHoJiK4zi0e3XkEO4emthihS1ydSj1pNf5ru84Xuo+EFJijyMMpCIIgCIIgCJ1hpFLHZM0vdOyR8TqOS3i3SltdELqJxMecW9QaAWqNIPRyddxaP1CZGkn6olltMlA4KhHBdY4i7wVBEARBEARB6Ay/XX8AD2wrtsDP4HgVxy2QcAKCMJMQIe3o4uYn9mHltsPZBzkXzWq9oky1ikkVnf2I4DpHkZACgiAIgiAIgtAZao0A1XoxD9dHdx7BK595bIctEgRBOHpRiOK4QjnF9Eag4LcgkrQqzLfDg1oGBWY/IrjOUSSkgCAIgiAIgiB0hqofoFIPCh27cf8YXvq0xR22SBCEZpjJveVHdx7paPoX3rWlo+l3gzz5gxbVajrd1sxpw8kzu44KxRDBVRAEQRAEQRAEoQlqjQCTBT1cAYVySRbJEoSZxEz2T7p89Y6Opr/14HhH0+8WoZdra96l4Xnu7d1CnOhmP/ZymcIcIZCHUxAEQRAEQRDawsHRKvxA4aRj+wEA1YaP4hqqiK2CMNOYyYtmdborPxelAoUUxdQ+poWUW7KnDdd4Dt6mow7xcJ2jzMWXqCAIgiAIgiB0g4cGhvDAVr1IVq1RPKSAdJsFQWiGQCmMVOoYnqx3JP2ZLDZ3izD2a/K6TEVXmfJ1nqG3aaLWEO/bgojgOkeR+i8IgiAIgiAI7WGi1sBYtRH/3VxIARdeSwu4CFPD93185jOfwXvf+168733vw8aNG7ttktAtZvDjpxSwauthrNp2uGPpzzlYKIG08mWVO/WcFs2p+UUH5NKZqcL4xfcPYMfhiW6bMSsQwXWOMlMfTkEQBEEQBEGYbYxXQ8H1slVhbMVqI0C1sOCaDCmwsK+MiVrDcazQSW6//XYAwC9+8Qt87GMfw7e+9a0uWyR0i5ncW1b0r0PK6Ewue6tQmdKuWauXspV7MDxRx3krNk1Z2J6pwrgCIOOFxZAYrnMUeQAEQRAEQRAEoT2MVX1M1Bp4ZMcQGoHCxQ8M4L1/8KyCZycb5icd2499wxUc09/bXkOFTN7ylrfgT//0TwEAe/bsweLFi7tr0FHA4FgVSxf2wfMklnFRJIZra+SVK2s3LbjVzDlpBEq1ZQbDTL1PSsmCXkURD9e5itR/QRAEQRAEQWgL5OE6NF7HeLWBWiNAfQpTRp+xZD52H5lso4VCUXp6evCpT30Ky5cvxzve8Y5umzPn+cm92zE4Xuu2GQlmsmBE8UQ7ZeFcnA2rVLpoCrRe5laqifZQbilLls7MvE9qxlo28xDBdY4ij4AgCIIgCIIgTJ3/vO4J/PqR3bh57T4cGqui3iChtajHXvK4px7bj/0jlbbZKDTHV7/6Vdx888343Oc+h4kJiUXYSWZqv3RmWhXRaeNmdOFbo0g9yxLZ0wTuoEXVdAbr+W1hrpevXYjgOkeRkALdZcfgBIZm4EiuIAiCIAiC0Bz3bj6EPcOT2DNcwcDhCVQaxRfLClIa5fN6Sqg2pr6oitAcV199NX7wgx8AAObPnw/P81AqSZe408wlceahgc4sZMVpl4dkGq2KiDOdPC/X6bMjWrxryulM3ZZOENo1Q42bYbT8dZEVHmc2M3mKxNHA6u2HsenAWLfNEARBEARBEKbIM49bAKWAf3/zC+AHCpV6gGcvXVDo3JFKHYvnJ5fN6CuXUPelvT7d/MVf/AXWrVuHv//7v8eHP/xhfPazn0V/f3/X7DkwWpnz/bZuFm//SCXVk7xVu3754K4pWFQMpVRHr5uddBAorN870rkMp4Hc+K0qP4Zr22xBe/SYmfxmmOOvrbbRsuAqKzzObKT+d5dOriopCIIgCIIgTB9PWdSH/+8vXoT+3jIAoNrw8dtPvKnQuYPjNTxl4bzE9t5yaUoxYIXWWLBgAf77v/8bl1xyCS6//HK85S1v6ao959++BZX63K8H3Qor8O3bNuHbt21y7mvVouno4mnH+M5kZpeh5gf4xaodHclrugi9glUkrLYvDAD3Bv71I8XF9nboATNZTpjBps0oWhZc3/KWt2D58uUAZIXHmYiEFOgunQxyLgiCIAiCIEwPSimUPA//980vxLyesOvkBwo95WLdqMPjNSxd2JfY3lP20BDBVcDMjXHaLrpbuuyYna2l2PkStWdCel767O8c78/ZQtYtVRSnoYVziQe2FAsn0T6hdObelZksBs8kphSwRlZ4nMHIE9BVZkLsGEEQBEEQBGFqDE/WsXh+LwDgFc84FgBQTfFIvPKhpPfTodEqjl+UFFz7yiXUJKTAUc9RMyOujcUcqdTbks5M9nCNY4A68vrFqh2oNhFHOiv9+G90NoTBdKDjprZeFpeYztNqSmxvg4g9U+/JUfPeagNTjhAuKzzOTOQR6DJTmMogCIIgCIIgzAx+9fBuvPDERQCAP3ze8fjXNz0/ddGs/++XaxLb9o1U8LRj5ye2S0gBgZjr2kW7y3fOjevbm2CTTMftynLe2bB/FI0pDta4PVxVFKNav9/aJW5PBzkOrNExzUdxNQTXgpddtUkJmMmvBtE6itGy4CorPM5s5urKg7MKuQWCIAiCIAizmuXXr8OrnrUk/nt+bxkTtXTvMt+K67VvuIKTjk0uyiQhBQTg6OkutLOcQZOPjeel7GjVC3K6FFd0rn4kPVzDcv3k3m34v5c+Em/vtrjdCmn3J1eMTT1P72g2bONU68pM9SRVau4PFLWLlhXSmbbCo2AiD0B3adeoliAIgiAIgtA93ve6Z+GFTz0m/nvpwl4Mjdeiv5KtvfFaw/h7pFLH4v6exHGhh6u0Fo925krszCza3Stql2NRywsrTUsMV5Xq5dqOOmOnS+uPVBuB4eHarLjdVdgFS7s+eVUn7XrrLAq7uBYSS2/fcADbDo0XS3OGIXpTMZJf/4LQCo/CzEQegO6ilHgZC4IgCIIgzDVOOGYe5vWWU/ePVxtY3N9rbPMcLnYSUkAAjp5pue3sFjWTlFLpHq4t2zQNtywIOtufTwiubBu/XrOtP5sVViBPAE09z0ijOVvyKsuBkQqOnd+L52JhUzZ1m/A6d9e6R3YM4feffVxXbSiCxACYo8y2l+NcQxbNEgRBEARBmHuccEw/nns8dY6TSs54tZHY5qJc8qS9LgCYudOG20abi9fs5UqNKNDywkqdR8VynWsRJzXlOmOnGyaXTLPZKfTdhJcp7fq0dNmMGK7FEiiaTSsetzOFbtt2+eqdTR0/PNGdeMQiuApCBzgapgcJgiAIgiAcbfzO8QvwphefAABYt2cY928ZjPd5HjBW1dNx57yQJkyZo6WKtNMbrtueddPxXNMiVs59aH9IAaTE5Oz2tW6GOK5ok/fnigd3xuenp13EXzVpz1SPm6lXf7reW1sOjrXNhq/c1J14xCK4zlGOlo/3TEYa2YIgCIIgCHOL4xfNw9te8TQAwOO7h/HEnuF436K+HsPD9fB4DUsX9mWkpn3vNu4fxY/v2YZrHt3ddpuFmUs7xLOZTtvL16YEW4/h2nkoj051J5N6q3LnNQMq5xVNejICbrPTnrVPXvlYZr+dX5uiHr8kmOd6sLL/u9OZATcghekw7Yd3bU3Pv8nK2a14xCK4zlFkilJ3kUWzBEEQBEEQZjcNP0C5lDYhOex87x2uxH/P7ytjsqY9XPcOV3DSsfMz85ioNRAECqu3H8bZ16/DnRsPTt1wYdYwF7psRcJodDOGKwDsH6ngqod3dcymdpO1Cnw7VohPLppFAqG5YyZoCg/vGCp0nFJ68a9WcJVf7wvpxPWYAZe4adQ0qR3ZXsfNpdWtuiyC6xxlFj63cwp1NAxXC4IgCIIgzGGqjQDzetIXyHrPa59liE3zekuoNLTgum+4gqct7s/M493n34db1u1HX7mEP3r+8XjBiYumbrgwq5iNggvnSzdkT9WdipeeUgpjlqDbinAyXm3g4GjVTLtlm1o8sblc2P/tPe2IXacSf7lDCnSXZupObvdbtSG2a1EP18i7Ne9wieGaTdaz3mx84W5dShFc5ygz2f38aCB84cs9EARBEARBmK1U6j76e9O7S189/ZXwPOC1X7oVANDfU0alruct7hqawNOXZHu47hupYF5vCaOVBv7lT54H35f249HF7F/4ISigfLRaxMHxGi64Y4uZXwuJtfMST4enXJBRLdqRfdLDVTlF15mwaFaz5W3FA5jK7hS4mVDbTP++zRrujGK61qvJyqNZraVb8pgIrrOItbuH0fCLBZ8QvbXLqPyYLYIgCIIgCMLMpdII0J/h4QoAB0aqODRWg1IK/b1lVOraw3XboXE874SFGWcr9PeUUa0HGKnU8ZRF81Ar2NYX5gZzob+QJ3xMpYxOr8smE/SiqCCJuKUt2jUtQpNS8T+3DVOzIhnDVV8Pz9NhVLrtxJW1eFjy2Oz+d9Yk+LxyxiEFCr6eabZrfgzXfJuPZjKvX9NCvIQUEHK4bs0ejLOVT7M4uh/NmcFMGBEUBGFmU6/XceaZZ+L9738/Tj/9dKxYsQIDAwN43/veh/e///34whe+gKBbUd4FQRCOckYm61jU35N5zPBkHX3lEn5633Y8vnvYEFwr9QD9vVmCrYfF83swVm1gZLIRCq4Neecfbcx0USUIVKYXaxEdo1WxwxUrspWU3F6PM1dxzdOZph7D1bqmKcLmzK6ZJir+mR1cYMvBsUR9LnpNOxPDdWrPVjcIr9d0xHDNuDaObdsOjTd1/HQggussoplp6t0ejTrama6XkCAIs5trr70WS5YswaWXXoqLLroIy5cvxznnnIOPfexjuPTSS6GUwooVK7ptpiAIwlHHozuP4D8ufxSvfOaxmcctnNeD5z5lIQYGJ3DmKS9GlQmmXvp6WxEKi+b1YKxSx2Tdx7Hze43zhbmP3V245tHd3TEkg7s2HcRdm9IXc8tzMml7j6iJBGe6mJ1GOxcLcmHfs7S4sN3szyqlMDxZb6q8RWKmXrZyB8ZrjcT2NG9TLsY2EyagyMJSszqG6zTkkSVwu+rmD+7c4jgyP61OIoLrLCLPTZ4j3pXdZbrimgiCMLs59dRT8dGPfhRA+I4vl8t44okn8LrXvQ4A8Cd/8ie47777ummiIAjCUcm+4Qqe3DeK331GtuC6KBJcdx+ZxCkvP8nwcM0XXIFF/b3xokB9PSXUJaTAUYUt8nz0F492zZY0ao0AjYzYwrnTsVuIqWmfb/zt6GWNWwtrOVJJesq27OA6DZ59HbbA5ezr8gvtpuC3fXACv7/81uIip8rWS8Ltbv/XXGGUFjFrRvwt4vntsMWV792bDuLxXcMAgG/ftrG4EZ1iGsIn/s3378v19E5s6/BARSuI4DqLaEbEm62jeXOFZsRxobMcHK3iPy5/tNtmCIKThQsXYtGiRRgbG8MZZ5yBj33sY1BKxfGzFi5ciNHR0S5bKQiCcPSxoK+Mpx3bj3k5MVwXzevB05fMx4HRKk44Zp4huOZRayicsGgeHtlxBCOTdZRLnjhNHGXMhP7C1oNjuOGxvZnHtDGUYnM4vS6T2750w/r8pBLCbYsmTUdIgagvmS4eTs2IREgBts0zjptSNlMiXqiqsA36wDzhLbloWHpYBZdNuZY0YXsRkXBooo6RSh1AOBg4M+hs5XhoYKhpATXr/klIAaEQRV2hZ8LH+2hGsf8L3WV4soZfPzLzpmcJArF371584AMfwGmnnYZ3vOMdKJX0p3l8fByLFy/uonWCIAhHJ3U/wNmn/W7ucc84bj6eedx8TFQbmN9bRqVe3EN1vNrA05f0480vPRFrdh2Jtkr78Wij23f8ga2H8b3bN6fuz5+m3Vl/TPtsV384LcasUoCHAq7mzdijwsWspwNnXNUOVBhy7LLTpmt92aodGBqvtT/jDLwiUwQcpF0eKl9a+ITMNJsMKVD4WJUddkDFh2lnrpmg87jqSifI0r5c+7JskpACQi7NVOyZ8CAe7Ryt92CkUseRien9IGfT3kaWILSTQ4cO4UMf+hDOPPNMnH766QCAl73sZVi5ciUA4K677sJrX/vabpooCIJwVFJrBOgt57chzvjzF+Kpi/vhBwq9ZQ+NJhY67Cl7OHZ+L569dAHm9Ui37GhkpnQXsrQtmqqdur8D9tj5Z/0N5IspTm+4FjtrgVL4+QMDLZ1blCxvy3aErnOFaXBf1/DnvuEKKo3i3vvtgKpk8TVs2O8FjyuWrj6hGec3pdo359gs28x4a0yHFdzzukj+9rZHdgxhguL1SkgBIY8ibu7CzOBojuH60MAQHtg62G0znFyxeqfERhNmFBdccAFGRkZw/vnnY9myZVi2bBk+9rGP4Tvf+Q7e8573oF6v45RTTum2mYIgCEcdNT9AX0ERdEFfGYvn98LzvLhjHAq22ef395axZEEfFvT1oL+XQhfIQPHRRJ6YOS02RL2WyZqPIFDx1OWi5C6alTE1Pt+21re1knbhczt8y4KMkAJp4mgzuOLZFpG1/EBNW331tOJamLy6FnuMpsTzzY7/2v77rrhRqQfAWIBrJjh1TTUuc7N5uXfkH/veCx/A2t0jkfjdnQvX05VchZZoxv29Wy7TQsh0udnPSKbxBdwsa/cM469f9XT0Zodj6zpD4zXUgwAnHtPfbVOEDnPWWWfhrLPOSmz/+c9/3gVrBEEQBKLuK/TlCKbE/L4ylizoBaBFgq/f/CTW7DySeV5/bwnHzu/FwnllJriGPLj9MDwPeM1zljZtuzB7mCnONJ4H/PqR3XjFM47FpasGcM67X8n2KqiMgYBOC3BJccwRUiDDBs9ze8pNRQTu9H3Ls+2Wdfvw9lc8HcdG751msR3x+fXh3s58Kr1SwFlXP47nPmUh/uVPnt9Svq1Q9Erz++L2aHb/DhQXsZu960WejWy9NdzL79fMeGNM00BRpnjuCilgPePx9u7pE+LhOssoGkh/pgpeRwtKqaNa9J5JJbcbDbPhtqzZdQQPbR/qthmCIAiCcNRS9/M9VIkFfWUsma+Fj91HJnHv5kEsf2d2DNh5PaFQu7CvB/29lFfYUPnWbRtx3ZrshYyEuUG3m6bUNg4iL7CEGFfQazAzjxZLmSecZW3LO6bV665U8T55q5AAmFbWDftGMVptzhPZTt9MUzmF5NDTNjREATg8XsPwZOv5NkOzsXe1OJx+c9Km+mfFaDWF3OI3vtBzkfdsWYI339ZNpstfNCsft/d3cgNpASK4Crk0E1JgpoyWHs0crXegHdNcOsVseS4Ujt76IwiCIAgzgVqjeEiB+VFoACBsr7/nB/dj3d4RPHvpgszz+ntLWDK/F/P7yujvCT1c/UjJOThaxQnHzJtCCYRZwQxp8HnwYlGn6fZyB8swOF5NpO9eLMdtBPdwax+dd6zJE7gp5EC70les88FlTsV+KqXCejJNdVYLZU2InAU8IvNE1ax0m4vhWujQ7HTi9HRi3Q5BQkyLg6tKL2/R94CH7r5mRXBtI3uHJ3Hf5kMdzaNoxe70qJuQz0x5GbZKq/bP5FjD3bKt7gfYenCs8PFqio0oQRAEQRCmRjMerscu6MWzInF173AFu4YmASARJsDmTS86EU9fMj/ycA2PXdDXg7FqA4fHazhhkQiucx3uuRZvm+ZGoLJ+d3uCZohROW3rqbRr/+q8exz5ATetNb2/XX3fR3YMYc+RSeM8265WmI4Zc4r960T+btHRfZ/4NgrPkMbq7YenZpjTrqLHaXfQdAHe7alatI62PYZrTmxRspPH2J0Js2hngAmFPFz5te2WPiGCaxs5NFrDlkPjHc2j8AtnBjwERzNz4fq/9PM3tXzuTCq/PRmlG7YdGqvi2jV7Ch/fxALHgiAIgiB0gJofFI7heuIx/fjwG58LADjn3a/AD5a9BgAwL8dD9nXPXYqF88JwAr/zlFCwffbSBdh5eALz+8p47gkLp1ACYbYwExwVPA/htHHHdOs8Ot1udU3//tefP2zaoBSGxmvGtk0HxrB3uBKl0T5nBvIw7Sg5nppTzt3h4eq6jyT0kcjr5czyv+rhXVO1LCYvLxsuSjZ7XJYnND8+67b7gYpnKDRzh4qE6zCFw5nBdLy3su5p2mCE/bfnddeZSQTXNhIuatW5O6mUQlDYdXWmPIpHJzN5Wn1RKvXWWk9FP3bdIG2kuOP5NvlqoBhagiAIgiB0h3pDFQ4pwHn6kvl4y0ufiv7eEryCioHneTjzlJcAAJYu7MOuoUmc8rKT8Ae/IwtmzXVcnnjT3ocgLzr65xAtikzVTt/f3va32zsT+P3ltyY2Bip9ua9Wr3O4Vkdr5xaFYqemempONaSAdRVViozrFPyy6kIbrwu9P5tJMxaI0/apDE/ezHTDvVlC+10bD+KujQcBAF/5zZNxnpn25uSr8ze9XaeT//U/Dybtif/XWeheBYHCobGqua/wPfS6Gq5PBNc20sWBrgQSUqC7zORp9UcbvLOTFQemkzT7knc1dgVBEARBmD5qvo/ecpMuVhHlkocl8/taOve4hX3YN1LBvF7pph0NTJdwkQfVdFcfJj9kQIeMitNXmX+nbQu365/t6ptNh4drZt9BTb08tlbARXWz76RicTf0FvQy823ndYnrZMHjCx/nquPxn/mDB2nU/QCN6ML+Zu2+gtZko2PHFrOBWLl1EJM1vy023LZ+v3P7dL22FBT2jlRw6coduRYk3hUdtKso8iVvI51Wzpvxkpvt8UNnO0ezYBaWfaYWvjt2NXs9WpnOJQiCIAhC+6j7Cr0teLgSSxe2JrguXdCH/cMVzOvJjv8qzA2a9bTriA0A4NFiSO6palk25Tn6tNvhwZWUczo8zMWtkrFpW7NpOhw4Ym9G1z5MvZ/pEqbSkuTbvZy8O3FZil5rioea5v2rkFHOjHvKz8mzJXldswcL8upSnC9Lqcj1uHfLIIYn67nHtUqzszdtHtkxhLW7hwvlE/5M3tNCMVyVikIKdE+bEcG1zXTey7XgC6ezZggFmLGaY4eZuWIrjWh2J99mKoR4qAuCIAhC91BKodYoHsPVRauC63ELe7F3uNJSOANhduISCVz83QX3d8wGD1rUSNqTd3anxUc7N4dnW4oN3MM1L93C9mCa4tam2BeGNJhqSIFkmnTvXX79oeioQg/XAgJhO2g2hmtTNCm+Z9WjlCSd/PbJA3jQWlgs8zxHGIGs439411acf8fmjgsRaSEoinLxAwO44sGdBfLRYmnS8z7lBOdmU2rffGAUg1aIgk4hX/I2khVnpS3pp8QbcWHHer18te2CLXQSpWbGCoLdYiYVnX+ruzm61Uy2QYffJYIgCIIguJmoNfDcz9yIaiPIXfQqi1YF12Pm9eLweHVKeQvp1Ot1nHnmmXj/+9+P008/HStWrOiqPc209lZ1YAV4gIlJ0T+7D5PnN5Afp7K9M7dcYmeas4Lh4dqm/Enw7CRx8qkC0tTKkxSx3ZnFYlf0bzo9XL2oF9dMkpl9PR4ewXUess41fqTn7djGmaj5mGBT/bOEdb5LscSz+ojbB8ex/dA4AodA2W6mcq+91MjK6XnY+bmeQde7i4dLIR4aGMLA4YlCNkwV+ZK3kam++HLTb0LEs4/61K8eb79BQipzZcmjVkQ/GgGdiaiUaVJT4fB4DR/48arsfJsUekVrFQRBEITusHLbYRzT3wNE3lytcsafv6Cl8xbOK+PweE1CCnSIa6+9FkuWLMGll16Kiy66CMuXL++qPc6psl2wgVf1Ztuh0xHP1PzbJQymi4XxOY7p3O2yqd1QfyptIasphxSw/07pqyj2HxCt+J6VbkdiChQ8zPACzbSy5Wcur67nFT9cGLkYZ1+3DpV6KM7yc3IHOFRzjnot0f4udXZ2BcTstG1eFC6F7wqm0QlLBNc20mnvuaYEXRFsuorqtPreItet2dPU8S1PtZlBZbcbkO0Wg0cr9XhFyjSazXOq04QEQRAEQWiNPUcm8aKnHoNqfWpzhl9w4jEtnddTLmGi5ktIgQ5x6qmn4qMf/SiAUBwql7srbE+1ufe92ze3xQ7yXFQK8AOFaoN54alsV5K8MrS7TdtMeIBApQ+czIQYrgOD4/j/frnGkUfG9Vbay3Znq156ifTdV8MUrQt4uLZmTVspWh//98UPsm0qXcth9T877FtSAHDXVWX8nlYPf3zvNlSi71CWpyeHqrpLoGw3U30Gip2udP/d4b3qOLpQHsE0ijXyJW8rnb9phUMKiFrTdWail+c9mw41dXwrJejmtP082jEinEizQHrNCr0z9foJgiAIwlxnsubjuAV9xrTP6abmTy2cgZDOwoULsWjRIoyNjeGMM87Axz72sW6bVFgkcLFjcOrTYhX7qZTCDY/vxX9c/mjx8wu2hVuliDeiq++r0Pzq7oXsaaP34IHRaqpDTLrXaVjeiaqPn9y7PTP9n967zekY4vZwDTN06tOKPKE9BCqMce22uf2dmOJr2LCQbCnXjR978xP7nfucaSv7l4xjctIp4qlpEzBhNjfeLKa2HshYtYGL7t6am8d0dFe5t27yujmeeZeHq+N48XCdpXR6JCGsFEVfOEK3mYmimd+kUa19NGeW1MxjxHTinhQZ3GhW6J1qIHJBEARBEJqj1ghwYLSCyZqP41uMv9ouqnURXDvJ3r178YEPfACnnXYa3vGOd3TXmCk295pt2ztNUIgXQ6LU7BXOs7LJnWY9RfuKJEgCU7LvEolUDoFlKjP52unc5BI483SFUPDK7y/cu2UQ928ddKafTM9th73/p/dtx2eucocrbOe9VuzeNXVexvFUD9zHFOvTEZOOQbm8wQFXeLtmByyyxFQPHhMpW7sb9UaAg0UWlJrCzS4arYdnUWsE+J/7thc+3thuXXb+rus08iVvIzQqyGnZzT8lh6KjFTNR7OsklbqPA6OVbpsRM50PcTM02ziYiWVoFiOkQAdkzCLPZLMfvCA4+p5hQRAEQegmG/eP4sqHdmGi7mPpoj4c10XRtdqQkAKd4tChQ/jQhz6EM888E6effnq3zXF6SzbTWvWn4soW58d+j/6oN1RiW8vpN+E05DzfOjfNmzXcZ+abdX1atSgUXFs82ZGWCyqjWwRVOcJh8ti09Lkdbm9ayivcSd2qiVojxe5se1qhaP3Lux5aPE4+YfH1dFxxLjbz67b8hnWpx2Xa2ELN4847RUIKOGbgJ3h05xF8/pq1zrzyTJyqJ3Mz0dFJLB2p1PGFa5+ItzvfAylm2e9Ze4H5TiJf8jbiusHtiqtD6UtIATeXr96J/33xQ902I2amTqtv5whh1jkdCZjeJtptW5H0inyAOc08v2NVd4NHEARBEITiTNZ9DE/WMVnzsXRBH45b0NtVW2TRrM5wwQUXYGRkBOeffz6WLVuGZcuWoVLpntOGy5Mxbbq2i3b0+X5419bEtNt6oG3Ic1iY7mZ/mggJJK+HGVIgx/2wcP6qvR6uDvkpqy+pEJaziA1pq9W7RH73dTV/z1tIsJ39rFb6rWGfK72+poWDyJ2mTwI4O8z380Vr+3rYU9nzPJl1TFZjWCTT1jAf9zF7hydjsXzX0ATu2HAw12s0jam6MbnOf2zXEVy+eoc+JnJiU0ohsF6LRb2UXVVWQgrMUpyrTLb5RhaPYZLPQwOHp2bMDOGffxYGvG59Hdn2Qy/7mUazo+AtB5Nv6axpIOej1mKS+cc0+VJv5vjf/cLNxRMWBEEQBMHJeLWBzfvHMFZtYMmCXiztoofrMf29GKnU8w8Umuass87Cvffei4svvjj+19/f322zDL5166bC978dHq77RkLBmYs/db+46JvfX5hazFP73CzPNn497GnVU/EktvNqVx8/TaBU8X73zlB0zRfcgxRFz95EDjPu7Oj+KWNRpiy720m7+9Qk4NkbuRdpGvxxa0V0d+tF6enogZBiHq5AuqgMACvWH8DmA2MAgFIUj3fdnpGkjdlZTPkZ8Dz3+au3D+GKB3fpfNjPIrGuXdt0mAVNuED19CgWIri2Edcta+foV1MVW+WPMP3N9+93bt9+aBxD47XCdp23YlPhYzvBrev25x/UBabRU70wTYcUaKEMKv7fzMAYRcTUPg4uil3T5oIZSARXQRAEQZheJms+Vjx5AI/tOoIFfT04bkH3BNeff/gP8frnHt+1/IXpwzUzrBEEUAX1znb1NUlIo/TskAK2jb9+RIsiQQB897fT1x/M8lBMc35qZ/s/FDs721LPWr1eC8n5QrYfpHmuZolXbP0LMM9Rle/g1FYPV6dt2ceTXuIW41RqfcjKgot1hoCfyD95z5LHmNtyvcfZcUVsZREFUp4Tvb0UiZ52HGinII2k5719iCumbSvYdYyH0DC2uzy3U9K0yxQUEJXbhQiubSR8GM1b107RrZnpC1NZPXHV9sPYfHCs8PG7hyZbymd4on0j9zNtCrvqhLLXBqbDJNdzMFPoyMqZBZJsNtugwICJIAiCIAjtYyLqLA4MTuDFJy3CK595bNdsefFJx+DYLoY0EDrDrev2J2IHutrMzYh59jTbqRD2NcPfuYery5wHtuiZkgoKuzL6g3nTppvF6eQUmcvFIzvfhPilwnVAWjGgXYJrridhmuiqivW5XGJ5Wj5c1Fq3ZyQMW2YJlHmLHXWz+1K075TmGZl1umtf0Ti45kH59rkIorq8fu8IGgUEpiBNsDeExnChvKKxUM++XsdPtYVjAHjp52/KtcvIw7XNdU2jo13Pb9757jOn1zFOBNc24gx63i0P1ynlo5oKJNyquPaVm9a3dF4aeTFlppNueSiudKxCyWnHtKMizCSt0B4RbPedKdLgUvH/2pemIAiCIAjtY6LWwDOWzMdLTjoGLzjxGLzwqcd02yRhjnH7hgMJbzLA7ZVZtL3qSq8V4mm3UXq1lJACX7z2CazZeSQpbEZ/Xnz/9rbYk0mGqGK3of0gnAbv6qfvPjKJH92zrfnsUXwh6yK4urBZ/X7a54pDmRCsUpywbCGW1znPA+7dfAh7j0wafVoFd7xZO91WeHD74UQYjThuas65P7lX38PY0znF+zHt2dLnZRNY18yVRxauMBdFhF76+Zf/fTcOjOTEnFbp6YbXINxR8tLqkDvZat32cG39IcirR3EezCaXwG3jei7tuv76/1oRhRQoau3UaElwrdfrOPPMM/H+978fp59+OlasWNFuu2Yt9n3rlnAylZHEQDWn+rdaxJmiKT226wjOuOyRtqY5XeK4zVUP787cPz0hBWaWfysvg3INx7Ux/axjmsk2mMLzKwiCIAhC80zUfPz8f/0hrvm/b+y2KcIcxTkttqBokIbLmWKs2sCbv3FHYvt9mw/hro0H0+2L7Okte6aHKzvm9g0HsHNownDOIRHrE1esweeueQI2U+0XJUXEJGROEChsZTM1s3olfqBackbpRH8ikQdUfD9c+VMMSnv3i876jfF3akgBl+io3PspvEHa/rx0i/DgwBAOjVbdaeYkuX7vSJR3wXqW8hy6BMRfP7ILA4PjTNDn5+TXS3uj3ccrJvOaQm2Wk1n+omZhblsOjsUxXJ0ero5zs7zHO4UR89a+Zymieto2SmffSGVaZ+S2JLhee+21WLJkCS699FJcdNFFWL58ebvtmp04Ht72hhQo/rHioxdN55PywsnKqxVmihff4fEa7t18qK1pTuX6T4W8Ue5m6+PMkk6nTifaR8U8XJu98KK4CoIgCMJ0MVKpY9OBMSzoK3fbFGEO44rLmSpbFWwHutqhDT/A1kPjie03PL4X1z+2x50QLYYEhd5yCXW2AjsXPTwkvc3I4/NXD+/CdOCeAh1u8wOFN3/zzsgu3fdxCSwqJa08Wj0vDZdElun1GJXEFYKM3zcge2Et2ykl8Tc7hq5f3oTSVrWP7OtZsH8b25p+vIr/uZ9D+9TzVmzGSKWBH9+zPZG2nYtS+QsxFR10cZ2Xvd++78ne52eueiw+7od3bUWpFJbBHnTI8opu1u5WsOvYwwNDqPtJYdhto7kxXJxLJe55MI3eTS0Jrqeeeio++tGPAggLUC5L4wTIfnjbkn6TSvxUhNDZ5uE6laT6yqVEEOh20A29LG/FvWnxcHV8SLqJMYrYgekDSoVTMvKOybov9205hO/fsSX+eyYuuCYIgiAIc5Wb1+7DlQ/twvELu7dQljD3KSq2NDPu7vLQzPJyS2uOxkJqoFcvdx7neYaQSWlm9TFciwk1Q1LYchwTbbMvh9H+dlz7ZsLo8TTbFsM1JRkV7UzLhXSBPDOCoKB4xv6j/GPRlR3XqRiurjpfeNCBe1tnnGsLyon9TrvCrRfcuSVxDGXrBwq7j7hjGCe1IfOK5gqpdD8y6sIDWwfxoZ+uZue4+56XrdoZhxDwAxWFEUnzcE1u843rbNeM5vC84vf3+sf2YrLuJ+tHkXzAr4fePuNjuC5cuBCLFi3C2NgYzjjjDHzsYx9rs1mzE1elaeUlnpo+iguhU/GubPYj0rInbUtnpdNqBNeecik1TlHLdEDYK5htZr7NTptptQgz1TPWNSgyVQKlik3fyMh23Z4R/PbJ/UaaM/UaCoIgCMJc5Jt/+3voKcvyFkLnKOJpmHVc0TTTmqVhLNOsfTSNPelAFMf3jPbzWXXBNM/Mcva5o43G9Yj6Yx68VE/iVrrqU5Oakrj6EbHA5vTmje5RASeX1DrnTDOyh/6GMpxVlCqyZkp48Orth517D4xUnPvShGHKl/jCNWsT+6kuFonDSl6oyfIXu6Nm9Qr/WL93BH/8ld8m9qednxS7m8vX5shEDRv3mwuep/Uk6QoFKnzmA+VYeC+lXtkzaaeidRRdeofXw8zBlBSbPM9LfV9M1yur5VbF3r178YEPfACnnXYa3vGOd7TTplmLa5Sp3dPmm5rq32LWWVMPnPm0lk1br81Ukuote4VW+3PxlnPvdNuDaW136HxzxPLmPVybLwWNIs0Uska220GgCni45sin1Bjkac6kaygIgiAIc5nD4zX8/rOXdNsMYY5TTPpye6el4fRwTTm2yEI1JEalHunp4+JzkCdyTa1dW6R/HcdwtfYFlp32OS2FFFCmh9zNT+xrOg1ist7IzMe5PfoXKC0y/vTebRiv6rSGxmvYfmjcKaDzdOw0Y3HV0jVIePXiv7NtvvLBZHiJK1bvxHsvfAD/79ePJ/aF11Mnetp37zFso5jC/3P/QMq5pgHpYmPKPqXFPdc5+jhlnANo8bCYJ7F93bOdtGgf7xsW0SrT+pJ0H5VSKHnpHq7ONINk2TsBf0/R9XGFz3DfY3OrR0da16MTs17TaElwPXToED70oQ/hzDPPxOmnn95um2YtRR6yqWVQXC8KH+bWMm921bapxIptJ0VHSmx6y6WWAqYDwOYDY87tzTSU2gl9fNNoWnBtxYZpHDEqQvJD2eb0C3q45sKSmGnXUBAEoR38x+WPdtsEQXByeLyG4xfN67YZwhzH6d3mEHma6ZYkvNOQ7oWYNY03nF6cFGo27Bs1xAryfvQDHcZMtShcthPK3Zz2nLPIkeWp20xePK3frj/QdBrEh376oDuGK9K98KifycMAfvG6dRgcq8XHbD44htXbD4eeo840ktcCxrWiuglDg8iP4Roe6XJm2nJwDFsPjaPqCOVn6w9rdg0btr3w//0Gw5P1zDzJ3kwBE0jtp+ctJBbmlczXFgizcAl9RXp9xiJm1j4vEk6z8rDxldIerg5R2HlOItbrVMm/3gCFu3RctwLaG73z7LAmfLCi07QkuF5wwQUYGRnB+eefj2XLlmHZsmWoVCrttm3WYb98gal9fOxwBHkvEOPYKdSfZj+arWbVTkFyKimVWlVqM8gbrTo0VsUVq3e2P9+ce+dqlOWl17IhM5BOTNRXyPdwBfI+/najZ2o2CYIgzER+/cjurgxGCkIeI5UGFvf3dNsMYY5TdNGsZtqrXDD84rVPxPm0jpn7T+7d5rCZvOQQ51dE5JqKRcbfTqFFpe7j+7Ps2rR/tJgTjuUV2A6x+c6NB7FqmznVPitZWvOHH2N48yrqF6ZcL5jXRMFxnek+s595XtKUAtmycutgvM/zPJRLHqr1ZIfUPc3f/Duty06aSd5dyF7wyr3DHYM1ypcEV7bgnMuj1c7HEE9zjNbPmE4tsTAUy0dfI+XIXYvS4QzNjBiujm1FFq0qTkY9MpyQtCd68j2QL9jycCJpz0qnaUlwPeuss3Dvvffi4osvjv/19/e327ZZw4r1YexF18dmKiFcn/fZGxPbpiekwPQsmtXuYMX8AzBWTZ+eYdOp0Y2sdDftH8MXr3uiA3lm34+8UdzEyGF0+O1PNjdyO5O607zInfA8DoICjY8Co2g8hWa9zLPYsG+0PQkJgiC0AZdniyB0n/zZKoIwVdLa6U6v14LtQC4Q/vS+7QVscCdMq3mTQEfPA/ceDI9jnrBxmp1v+x+Z0N6brjKQnX7GtGfX39zB6ZcP7cJoxe1FaZwH04llyn1aD7jq4V24aS0LTeAQVPnOUDQzRSgtLCloD9hi8j2vc/HK7pYNRp8qIx1A34dfP7I73lcuIRRcG76jRBm20fkp72j7nlPMz7TEXNdVcTfeNDtY/yxN7HtizwiuW7OnUBr8vCwqdT8hprvyjn9HWD/dQruK6z15f7qEVJdJSQ/X9j/1rsEVHQbBPtZ9fqWu61fs4erQ6KZLc52zkeGbEdymyi1PRIIrXKMYxe/k5at3ZO6frmnG0+bh2uJ5RfjdL9xc3I4OGJLXUKK4Ke2GPqxZ+Wbxe/95i3l8dJf+ia18mJk/jTDOJMWV0UwDtnCaKLBiZ05td31A2vG0K6Xwk3u3TTkdQRCEdiGCqyAIRytpi/VMpf+Y5rnpoljsx2Sszj1H9ExWCikAJmrl9R2VAkYqdVx099YCFiSp1gO86uxbmY3uPMh+pw1w99O5M0rRuI52edvRZveidA6PM2E5rSyRCGUXio4/b8VmfO+OLfF0cWcyCVHNXHdeWb/Ei6bl9nlC/EDh3s2HDJGu5HnoLXmFQgrwPPPuCWVR9LEp4hnp2s77kbZATdy7+RAuWTngPB9IqYc59v7yoV1Yv3c0tY57nqfvTxQaJHXRLEUDK6HDkMvRLq0++1Zdy7reaeEfbFtc2FWMnrc8odqPFl5bfv06nZanQ3Mo49xZsGjWTOcrv1kfB1fuNPGL2nHXmhEuHxoYytyvUOxFMlUPvkBljAq1Mb/2LprlTmvLQXeM1U7jeplyAlWs0dNKxnn5NpVck8cvv2HdDBRb29sgSqSu8sNS5ArwMD/W9Gz8z33bcXC0OmX7OF+/+UlcujJ7cEcQBKFTuDxbBEEQjgayFn6ZrPn43u2b420KKv4bCNtvLlyz11ppi6d5gtX8AOffsdmYskx90liTK+AdWGsEGGRiomlv9sl2n56Of2hAT8GnPo7p7Zjj8IBiXnPJ8+wFpQqclAN5Dr96+a2GbVmhEBTs0Abhz11DE9hzZDLu0xcqE8uLpmFziSMWF9nx7nTCHY0gwG/W7jXuXcnz0FMuoeYUXIHrH9uDdXtG8IVr1rrTTrE99sKm/zKqoxYik8+hUwxlG2zHJvrtE1esiY8NByvS+4Wue5pXT4NAwWcu1QnBldmZtYBXeG5otx8olDz3O4nOb/iBca9c4S7T+Mpv1mfsDe38xeqdjmth2QEdqzjhiWtZ8Mdf+S02HRhDw1e4bFXY1yUB2ja4Wb1rKsxZwXU63YR13JCphRTIOzbtpZt1fCu4gidn5tNaNlM4MSdZVvA//+adBY7vhA15AptqeZGvzHyR7eHa7OJgzV6a4cl69jSOLuBqENX9wGikTS19lSueF7kaRsD1qP4MTdSMaRHN25b8GG05MI6dQxOZ59kfVEEQhKlCselcHS1BEISjgTSHDKUU6kEQezdSM2zrwfH4mO/dvsWZZtP+RcyAnYcnErtoCjr1U8hrjKD2KhfhgiDHwxXuRW+Il37+pkyT6ylCzy8f3KW3RYnXHBckTUyGJeIU7Wvb7etOxYPMkkoVVDht3Noa/xYJSvz+HRqrYu3u4fhIo48EMy0utq7eflh7PhdcKNgPTFEeCMMJeJ57kCBQCmPVBibrDfzP/QPGvryrmzfdPmlka/3/NBH6iT0j8bZAmX18+x4mp+8XqW/KDOFhnUKDIGY+7jKSPYFSKJVCD9dEqICofv/3ik34PBO/bbE5y/aG38IFdqCUFroTnrjW3/tGKnH4hUd3HAFA14YGHvgz2xbzCjFnBVeX0NAp6KXhyrOZF3CRYwvG8Q5/tlj+vGnpyfxaz6et5IzopNGp+CNZ6QYFPlgt5asAldHwavZeNXs8vVxnqlxHH8fxagM3R6FApooffbAy800ZRfvOik24Y8OBuM5O1nz8+pFd8YqiUx04cjbqc+7O4fEavn+nu1Fvwz0vBEEQsvjpfdsASEgBQRCOXrKmxXJBkKaLNwqsduscJE9p6oVTjzUnf+12vY+mIlttz3g6rlJ4cPth1PwgnpKsPQvznTqy+uaVaBGlkZT4qfWG7eFq/uS/1zOEHlc/3fCIRfE+jLlafcGTUnD1IngMVdc+ErmVww4qh/YKDHfsHprEY7uG4zTMNG0BVnuLXrtmD6qNoJDDEF1jPwgS9aJc8uAHbkcVV90zngeHzbzc563YZIihrgtnPGOJfRQnNF0Q5XVYsetqHO+0sHXIQ9nlWUvQgALfn6ZF0DWg2bZ22vy4St3HRE07/jTjuJV3aJ6ndGwHtBdunjcs4bN3kxclYh9K77XpYM4KrnB4m3YKXqHSPqJFKFLhCgW9Lp5lgrs3HQTQpIdrixl26v40m2zH7MhIN4zh2v4888TypkMKNJl/IwhyvXuB4kKuHyg0phgahOdEH8pLVu5omxdnoMIGRFEbOLdvOIDth0LvBc8LP2xP7huNGgo64H2rpAVmz7K24QeYrBXzqh0YHM8/SBAEAYjDo7hWJxYEQTgqcGg08SZDzAG2D04U8hJzhhSYQm9QyzRha9EPdFv09Avux7ZD40nvSIf3GbH90DhWbQs9JPPMOudG9zRk22uV+hHmdPrwdz6F3ZJnMFH18fMHTO9JsvvaNXsK9WHC/N15TwWnCJmWP/R9svs5sT2Ki+XmeTodLiaqRFqxwBhlFPYhsvs8NEZATiP80pQ8L7X/FQT5fZ60vUGgcO6tGwsL5k4hssB5tpdlso+VLwq6ROX8frMprmddp/juZKSrEA408IXyzP36evBdSW/wdJuLPhOuo2xRnwYYXKJpIj2lB6Fuf/IAfFavE2L+NGmFc1ZwnS6xFTAXCipSEVLTyXvJFPhQmccXP5a4fs3e0LuuiZNbFlzbWMvtj35zduQHAG8alW2HUvlxP1vKVmXXo6ZDCjR5i+oFPFxHK3X8/vJbM47Q3LP5EH775IHmjLAwyxB+rB7bdaRtUwmCIF88T3t0a36Aeb3leMSYGtx8RdgpCa4o9iFLnlMsT4k8IAhCUcaqPo7p75EYrsKMZDr7DcLRi8vrLPbeY85CCgoX3Lml0HokeQ4Ep3zrrvh3Elhc0NTbcHVzfQyfGh47GJAGR/Zm9HsOjFaxa2gyEYNx/0jFWFwISPdOpeugw/iFmF6mkeDqmEVBzd5qwzfCavH4lfduOpTqFWhje5ZONZQazXo0vCmRLmrFYqh1TePp4mymnNmv4HXMSjNKWCkWpzfax70BPc84I2kb2eBwHLl2zR74SjlneVL94KkWvaquKfHEubdsSIjwrusai8uJ8ljHsOvnsi9PV3C+AzJKSvlwZ/dkDFfyVU0/Jk6PifH0ZKS9Q8K4wnqfHe81y+5Gznsp7RolzmL1vGifmMIv3LXpIOq+0s8LO8YPij3r7WBOC67T1Xjy+ctfFavsWemkkfZgJ45TzJ4m8ZU7KHG2Xa1d6HaKNQp6ekKz6QZKtV385I2QtDw7E8M1u/zNinfN3tu6Tx6u6ecFAXBkIn/lQiCcjtLexdXCa+QH7RP8i9Uft8d9tR5gXk/JGLGke6iQHEltllYuXTPvTon1KghCUSp1H087tj8OKdDqatWCIAizlSBIF9Ds4wKlckULIN3Li9iwf7SwfdRO5qIRT7+3TPFbzZiIWWtIcG9UfshkzU/0B9L6wvVGuP0F/+9GTNQahjAd5wOg5JnesLZHmytUF+XpK9VUG9gQotoxcYPF4fz4FY9iYHAi/ZqCidxWGQG9mryeis/OY8e6rg/fQAItiV1aokuHi/DcO/rN37gD6/eOJAR9Isi4/jxNFwE7wK4b5/12M9Nq9PVI9gPd+gnPk4dncNoZbTfW5XCkR+eOVur4zdp97kIZ59D1j54lu7559oxr07M5kT8riwcv4SVP992Wcbk3LB8gclHYw9VxnHn9dPxWl0ieSA8q8Szr8BjsmVXZ9reTuSu4Fhyhagc6hmv2By+PIscWOqZ4lgnioMRNfDha1VzaubCS8cFo8grQC6Wd2NMy9g1XEnm2P1f28c3Y31yCzR3e8POvvtfEW0cpYPn166fkEeWyyI9CH7SDcJXHYgHkbaqNAH094QXRsbN4A2dqz0nexzDtnKLPtGsamyAIgovJmo+Tjp0fL5r14PahLlskCIIwvWT1Tnkbnqb8FvFwdYcUmIKNlhDha4UFveUSs9US11Iy1QJf0nvRnlWZJjCTiEq700TmkudlhmGwVybnbV4+uywPW5wsIi4NjlVT2/SeZ4pMd208FP/+2K4jTgcHHVKAlYcE10DH2eUiq3GQM73wP+7hyu91oQWeop+BCoUvqsJboxBqjSBwerjGC0Px+8OeByPxxLl6t6PECWHZ3kZ/5xUvKZ7aieRfIy4cjlUbeHLfSNMakJ0Hv5p0ad2iMnuGaPDHS9Ny3O8VV/lWrE+ui9KqU47rvlC9SCw4llIhAua96jnSBKZ3lubcFVzV9F1IPr0h+SAWTyd3urdq0vO0BTFEpVTovHNaoZ1aTbgIVavptt/b1H5pf+vWjcb+0CuyvXmG+epXT60R4Gf3bzf2NyuQFTn6/i2D8e9FGobNehPvPjIZB9PPolL3E6ut2tCHwm/yWcoiUMgPKQD3R6Ha8DGvpwyAr6Kon8OsmFhFcH1s85JL+0C7aDZEhSAIRy+TdR9PW6w9XIcni810EIROE8ay60CjTBAsbNHqga2DUX/BlImoLVhIcG1iNXAPXmoLjxbUIvP0zEEtevWR4AoSK1V8TFq/kzbbHmouL7y0dRtqjSDuq5GDQmwIS69U8kwPV25H9C+50rkWWrkXId/vcvwwY7g6zTZ4zZduw8hkI/9AK++rH92T6oGYCG0Q2U7tc73YEJ3H6phdExL3Rx/Pp/unvSqvenhXbFuYt3KGKaTFmgBgE/O+pj5aKz0L56AD22SL6WmhA+z6aB/rB6YHrcvWrGtkn0fXN6tLSvche9Esz3Gd3U431Nfki0rZ59YaQSzGmmnqus61jg//z4PxMXU/wOv/a0VuH5EGGPYOV3D9Y3syj6U66BJjE8eqqP4bz0X4P+N9kHJ9OsGcFVyB1gTHVvDZQ2x/SNoaw7WgDMJHeZol3WU7K7XWrnM7744dxLkpO1R+APBmuHTljjBd/oJ2fGw6EsMV+lr4gcKWA2NWvs1dnKzRNOLqR3bHvzcC1dYXmKtBlcbWg+O4dV1yhM3VuCsSmL0oQdTAyyJt1LQShxTQDy2/h3nxalp9x2XVdxX/L592hnsQBGFu89KnHYM/fN5SVOphx1UEV2GmMFFrYGFfudtmCEcBlg6Aqx/ZHfcXePs5PE45vTVtUdKla7TSPgxX8072Ns2QApaHK+WH9P6XEdMz+v3JfSO4bs3eRDvS9nClctT9IM7bTNv8veS5RWrPA/72gvudfRTfanMrBdy18WC8qO22Q+O4+H4z1qw9g6zo9bYX/4rtg73SvCUQOpJ39dnpdz+O4apie2PLU9K07yEfAuDXTcebNc8nBxxeh/PCFF509zarPNb9t8qVpoTEIQMik11l4+Vy9ctS66+jH0nbXeJsorwJsZyJ/PS3O+tEumk2Jqb+Iz1Npdg1iLbZNr/5m3eaibGTdxwex9rdw4ldxJGJOvaNVAr3ER/eMYRzbnzS2MYlkvAaqcz6YW/jMYvNn/o4O15wJ5mzgmtWRWs3+ttgfqSKPEDudNzwBzTzuCmUnAII2xX65if24dGdR1LtaoV2izUkIjUfpxTO2f3Lr1+HhwaGmrbjs79+PPHRSo7ydCiGqzKnxiRHcZtMzxrVc8GvNzUCs+pgUwuyOexII02cNBsPeuSrbYtmKaUXEUghrcwNP0APO5fs0zFcs+tzoUvZQjmLPkNFVs8VBEHwA4XnnbAIv/OUhZisieAqzCwmaj4WzuvpthnCUYF7uj71GbkwFgRA3dFYfcH/+43xdxivsIm2dcah1PYEtOjBbezt0TFcDQFIpfcTuMBHv9+98RAuWTmQEKDtNOjPmh8w71qVEFTCYxXKnheHrbH3Azo2LreNe+z50Urou49MYnC8FtuUEHqs9nnRq58muAIkmpnCUJZo5ppmbQiuimkRxj1IHh/vs/Kg46luKpUeEI/EciaLxGvDJMpKdcu4f24Rk9uZLorm9P8cQp3Ty9WVDvs90a925FnkUYwfm4K6jlJmyA77NC7Wx7M10q4VmMeyCs91hZIM77VnalsABgYnsOXgWCyE2gxP6uemCGSDzsN+1rTYaj+Haf1VGnBQMBeAs+/ldDlnzl3BtWCFbwcB/1gmxJ1mPoBFHrritFJ+eoHbz8hk3Y87SRyq0K3QqfvTbLJpH4/bNxzInaKelWZWA0KpDnq4sg+e/SKayhTwNbuOOLfzJIsEnG/FgiJ1xQ/yFxdQUauj2cZpXr65MVzhLnfJGiWm0X8+3SPLzFyveJXMN6/YzXgoi4erIAhFqNR99PeUsaCvjPFaOKVyrNpInT4qCNPJeLWBhfPEw1XoPOS5avxtiGF6e6BUoXekq92d1joj8SFtH6Vn2MxMsD1cwdqv6Ytm6WOIybqP/t4ylNUeT/VwbQTxgl08TUNACYBSyUM9wxnAHdNSxT/JHp9NhXfO/LTKU7Q9XG9k30+7XEkPVdMG/tPz9PGNgNZkUcYxxnmJMkVljoU2je6PpIdfiQVXRSHRVO6MQlMsTo9Jm6c28PV0lLNs+ifVXarXbzhnhZFHVk6JGMA5Qq8rPb7QmX72c/pz0TEP7xgybCXCMBtJMdKZLLs/dK7TYSlyDrNFeTOsQpKhiTr6yqXUmM4AcNPafcaifHaVsv/W4n/CSCd2KA04zp3OPuysFFw/+otHMFLJ9oxQcCgNBZmoNRdfxWcvM+OFppoTIwuJJ0VEWfsN3KQNTpftlLSe/9kbWxau2lnN815+eec6vx0qOwZLZprWk+0KKdAZD1fz5W1fiamEFPib79+fcgxrcARRWIGmcsnKP//jR/hRAymRhjUyF35km1sYLtvGcArTB3+8KvMY56VnDd8w/o59D3M8XKOfd208iMGxqpWnwqjzPZntXe0SadOQEK6CIBRheLKOY+f3YmFfDyaiwdtK3Uclp/MpCNPBeNXHgj7xcBU6T3JVeT2114ztqCLBtUhDq3i/rcgK8wlnDdYW7y3xGK6mSJVmKffapHZ9pe5jXk8pMa3XD9zhEmospEB4vdy5lTwvM+5tYlEmJB1VyM6sGYO2mFW0PZxlm6ttzvsDxvaon0l2/Oiebca0ci0im9fdFiNd4ib/O+43sXrhtlPF925ooo7z79hihGhIlJVmpbILF3sfZ1zLtF1UbUiYTJznuOyN6KS90cLWaVmb99kMKeCyL9QVMkK3OepvVvWJBWKlcMXqnc5jEgMpyp1PbCPMZyFthqhdivieRo5BLsOPTNSxZEFv5qJZtz95gMWIzg91l1aXUuuDJd7H18HQi9qrRWUxKwXXax7dg7FKjiiaI1SknqYUXvb5m5vybOQxXC0TDAYGxzPTzfum2vFiOoGegpAtXJnbW6OdbtzmSpHFzztvxSb4Sjkf9KlYZz/E9kvHNZrTDrhY7nKVb3bFwCJHm9NBVLQyZkaaTZjAG555hCJq9nGUjq+KRkTOhzxc79x4MN5Wqfv48T3bdL4ZTVGqK0ZDiaZCOBp5HLrXT+4bwdCEKa4emajju7dvdl67vKpX9N0pi2YJglCEw+M1LF3UhwV9ZUzUGggXIQnieK6C0E3Gaw0skpACwjRgt5qoPUriRSywIWzH1wt4BzQjHIQea+6jaUo77XeFaqOQApQpn46fZgSdzsWqSj3AvN5SwnvUFpjpjFqDCa4sTVsMS4vhym1xiafhPgU6lQuMad67PJ2ifdqqNchIixvbAl2ewwmVIzxMYfn164yFkxo+mykHUyRMTRNJMVZfZx0v1mPHE/w+1hoBJms+AhWGaMjqU/jW/csTPYteZ7uXZ4j+0Za0QYpkHqyfm/M48j6dnW6cBn/O4xuTky5UdC31eb99MrluCcDvj1s30u+a8KqEntGuPJP2q+ieHh6vUw6J6zVaqWPhvJ7U+35orGp4sqdpInGcWKVnX9tpjlYauHaNueCWBzOkBqVh14m8WaTtZNYJrllBejkZ7/1MKGZnU6JQ/FK0R7vMv9fvHcVGthpfWjrp+5sVq5q/AoGKhCvr1KwPaauaSyuC+MM7hvBI5E5v47m+ADmce+vGaHVa9/6prFprxDaNLtLtTx6ITexESAFKm36xL7FrFcfMtBzHn3PjegwzcS+w6jzFAc43sEj+xY9NCyngGghx1fFWCRt45r0cnqzj7OvXmZk60I1bspUad7pxUySGa6CSmfjxKGRzNPOekZACgiAUYXC8huMX9mFB5OFKnU678ykI3WCi1sACWTRLmAZ4zNLNB8awL/Ku0+h2YFEPVxIEL1u1g6XSevvMPpOHzuMLV/Hp1SohZyTT40JTpeFjXk854YXnCsEGkIcrheHSbXhbQPE8z5jaTuiFnpJ2xp6sAaWtYsFm68Exd5tYmemntYdvfHxv/LtLDP78NU9oG9k0fi12pVzT6LrxMIAlJpwlFw3i5+p99nbj2ii9TTGBzoXp8KOFuNRQE2w6uU7DdR0V+386XBxMFRmtv21dPs27Nk3byRQ0M21lAnhcviIaEItdDOA3j++L93vWqllUN1zo2cxaQE+rv6HnrN6nEPYvv3/HFhyZqBsDGLwP6yH0HF617XAizdd+6TYzP2UK1PROfPt37onzTKtLE7UGNjm0NR7yMgy3kKwbrr5zp5h1giuNBOWLk0nFvQgUaLsZLcwMeM4qZeK5zVbSi3iLFSlRYtSkCegBTIz6ZOTdckiBFk47OFrF4FgtM61mRaBAJcXPsWoD26LVKVuFm0H39p9+ujrap3K9DFvNk8f7SQaXzr9fh8aqqDb8OD2bH9y1FYPjevq6/bFsBMl6/pXf6NUHW2kEFjnDFdQ+kU70svUdL+1WCZRCqWSPTFv5OrYBOoxA+Lv+oNI1smMF2WjB1T3dqRVROev+rN5+GHdv0p684uEqCEIRDo9XcfzCPvT3llCpB6g2ApQ8iIerMCMYr8qiWcL0wEWus69fh5XbDhveV3wAPlDZ3ppxmtF55JQUb2wSapOSwGovbHR4vIodgxM6T5ZNlucfn7ZMbcxKLQwpYIt+9iJhtK/uK/QwD9f4/+xkEo+obfrPP3vQ4V1otY1ZeanfRH0ppRTe/M078cDWwcQMOgWr/5NS/n+75OH4976ekrGgF8cDEvEyefldkEBseiSHv9M1iEMKxOmZ4pldpvhYvtCQ0kKjUjzWr06BL0asWJ5hHFdWTqvzy68r96JNI0+L0OXMKGskHNt9mLd/5x7sGZ7MzNMYZLB0n/DYpKCvlMKhsSoe36U9NpvRaswy6e3cfiMOq2feA1d6ttYTBMn+Zvg8JT2v6Vhy6uEza+kYANh2aBxfvnG9s0yNQIddUDBDMPzs/oFEvtwRieM7NAcey5jqsttDXWH93lFs2JfuDNkuZp3gqketzO3u1eeax76Rj+wYwpqdRzLPMQYfczLN2p0rFhU4JjyudRGEPoZJD9f2CytFk+Qu80q5r4E9+tIMQZAUPw+MhKMrzYqiWnw374IfKNzyhB6JCj9YnVg0S78w+agnzzfvuv/m8b3YtH8sJx+NEX8nRci84M4thg3FcT/vLnxVYNGs6D+aatMOAgWUrTdp8mObJrjSuyqsg/Rx1EJqtge5MUXGca8Dx4cor9xpzxgQjqZe+dCu+G8RXAVBKMLQeB3HLeyLvnsK1YaPxfN7RXAVZgTjVfFwFaYP3XZziUT89/x2LR0bKIWxajLc3lUP7zL+9jwvs59EYoydPgD88qFdGByvGfbx5mJa+5KLfZR26OFaSrQ3kzFcVfyzzBaadeUVRGIgeQVvcHi+8TZ2Mg/tgaxY+/vbt21KipOW+FOkf95XLhWe1RHXg5R+UCzQg/XJmIerHwtUymjX2+U3krUEOh5fmPfvbDGs2vCdAqfLict2cDKddnR8UPs60KZmBEpXPvzZc90ze7GwRNo5fSqqN3YXf/fQJB7bfSS2T3u2utNJ5mt6eCqVXGCOlyE6y6nf0L0K67qK3wmuOmbbppR2cCJxXIv77PgcicPUDnIOVzy/ZP86Lf4sfz/pZ4XXLYWdhyew+0hrC6Q3w6wTXAPrphJvOOe32H1Ej0oUEZac6VsnXbpyB6540B2g2LbJeOlFNnAj7JdRMu/0PPaPVNKnNaTQihSSGcM1Y3uzpL3oXHzopw8a5/GzaFSCv9ya93BNPul0L5rVRGnk0n5xBUrhtvX7jb+norem1aPAiO/iEhXz5XgF02s7j8Cq40Uah0WxGxxZ+IE7hqvrY5glKhaBL1BFMVwz80yxPxRZlXEc2RZ/EDOup+L32sojdRoPYFRse7Td9dElyiVTZM17pwmCIADhrJFj+rUH4eO7hvGiE49BpS4hBYTuM17zJYarMC2kxQ1USjsFAIi9LRt+gLxZm0opTNR8jDPBlY5et2eksG184J/+JtsAu/2nDAHD7p/RTDlujBFSoB6gv7ec8GjkIRRqjcAtSClTQDQz8uLFkIIg2f62RRsFFTtO6fa3MtZ6cM2gU0j2f/KY11tO93C1vEbtUAAKytn+5n09D/xeBaZ4zsqYKeKyuhbXSUV9kzBPu/+6/Pp14fVSwEilrvsyAaIQbjojmhBISXAH7iASUpzPR0FVg4vE5naeFuWdTLOnlOyc26Ej+CVVCrhvy6FEXkYMV1jPvVFvXPXYbbs5O9OsD4lFs6AHDxLpkVgfXSj7ueeG2/Fdw+dFi588rIItvALpQmqDDay4dBhex+g6p83mtO0mwZlfWVuABUgzca/j025mneBaTxGC9o1UULU8JVrx9IxHb+jFh3zRjcdJSXsoKa0ssj6mmw+MYcvB8QKpmCJMs+gKnfywKCi86KzfJM9p4Tq3qtHYH+bYVZ09MM2m7Ts8XFsV4/hUfH5d/EAHYqdRpVZjuO4dnsQff+W3zn08jED8MmUUCSmgFF+RNP862CO8vp/TMMxNsbWTKOZS8tRkg4g+Fq3ymi/dxtLMXo2S8o2nUbH3FB9VpKlc8ZQmKOfHhWOMyidiEbk/tvzvtbuH8cavmnXpm7dsSK3/pZJn7HN5wwuCINiMVc1FidbsGsZfvPypiXabIHSDiWoDC0RwPepYs2YNli1bNq15cmGDaSd6X/R7KFbpqdpZTXcF4Ozr1mGULShNx5cdAlK+jck+YGiTMrZxu+y24NnXrWPHciEm/L3a8NHn9HDVf3/phnUJUcm2iTdqw75VGH5A55csW0JoNPrxWiDT3qK2Jy/dMJ53+MedGw9iYNAdki7PwzUxFRrmdf37ix7A7Rv0WiBKAVc9vNvQLuxFs3iMXW0/4m12SAb6Kw5OoMx9CslFsyr1INYOXvnFW4y+jB8oYyawfe3NPkXynk3WzRB3af1St0jLfzf1IwX3uiYKjo4Tw2cdKxIcr3lEL9pk3j3TFn5P7SqUJzvQu4GHbeCiJRfb9fEpicZpmf259HjBenvY3zT7p4ZnK8w6a3ePKTSoLbRnvaWoLLa3NOWdeu+jchryq/XMBrxCd5BZJ7imebja0IuoWegcj01byFO+06bVPmnFhHCOHjCMEQT7Y6fMn1lMRf9IFXmiv+uO4O0FFtBMyat57JiWZSaM63Tta5edU+gd657i0Oyoh/EhZdk22AgfvThafb4naz72JILsI06b7odTOHeMBLngAfLT8uFpxucplWiYJM8tfueV9TMLP8j3rtUfrGxRuBlcHwrX40PZveRzN8V5e9FOZR3HP1pFxGtb4Af0B9F1Ptlb84N4ehixf6SSer1LniceroIgNM1YtYGFfSRoeajWfRw7vxeVhgiuQvcZr/lYKCEFjip++MMf4qyzzkK1Ws0/uI0YMSChf3JBi7aRmJC7RoEKvUHHa8mQArTGwLm3bgSg250u7AVy+EJTgNnGVlGDNU284/0hs01r5lmp+7jm0d3x37yNWa0HzjYm96rj9tLswUak5rjEGFtoouPoZzwF3+i3OYRJZd/LkN1DkzjkWGsEAOb1lFDz0755XmRDsqyU597hivZijtr9K9miRCXPS4hgthiW1QtUvAJSOaGF0FisdvSZE4sRR9fIt68dlZbiAzvC0vGF5P76u/faF8RtOxeU4eiHKmB4oo6v37xB3z9Hn9EVMpkf5epmNkwBJ6ErxH0l9tzz/ls+yilGc2/w0IEn6lvGM37ThWgdUgBhKIrA3Xe1F9SKvb+VnhXt23Uto47RInFG6BCV77hE/eHk8+HOz/a+VY5rQQLuNOits09wjac6O/YZz3mO6JOGFtoozfyp3/wlxPP88b3bTGHK9QJg2EKGy65mitSKDEIjqUkP13TbW/EGVfH/msP2GiYv0axpHXkeePSBtoN/t0K1TiEFTDuDQBmu9gqte7hmx/RkLx7lfnnm3S6lVOZzBmuP4eEamCsDZp+ZTzMDDWkNUqW4x3rkORq09n5wESgF24EgOWBiebtb7wVAhxcIP6q8QRce9+S+EazcOmimy8R1V6PS+aF12MZxBSAnyqwxF9qe/3wJgnB0o5TCWKVhLC5YqftYsqBPQgoIM4KJWgML+sTD9Wji2c9+Nr7zne9Me75KAdc8ugejlXqijWvEHIx+0jTivNlOjUBhsqbFPN62BIC9FHYvElVT42c7+oA8H3aY0ecgcY5w9mmttqpSoXfkml16sa86E2LsWVTcGcqeck+/h4sHkb3MdqsPxs/hfR4/mtfOHR7Sp2ZzMZmln3L9shbNikqoRcD4moU/Juu+s53Pf/KuSNgXY1O/FXBgtIL3/3Cl5axhlcf42+xP8vvICSztgNKha2HHaTXOtcQ8pRDHOjXKmtjixq4POh9geLJupMeF0qywhOYmXX/+6rx7ovpjhWZzpEGzDuP09MW0UnXD66nL/tCRywpvx/5v2MLuV/jMkI2O/qEV81lBaxr0LPG+KJWVSFM6fGUKw3Y/2hiwgYpFfZdDon25eXgFZV0F89kP93ZiTR2bWSe46sqa/UDwj0ARHhoYwoGRSpy+pxXXXOWbbrYtstlxFUP70m2yPQWNfSnbs9JpTXBOF6vTkmsln1a94uwHy/BE9vQxnK0HxzBSqSMNGt34/DVPxMHllV0PClKLhsZ4YwAIX4o0AkSjfa0/39l1KP4AIymGBYFdSzV3bTwYnxeHFChwn+yYTlmCXbPw0f880kIKGOkpLWJOJYarnabtBZA4xvrbDl2CqD5ooVWxEcjw2Kse3o2f3T9gpcsaN1Ym1Eh3WUT5uqqgr9LLUfKsKWUqx+tCEISjnnV7R3Dtmj1si0LND7C4v8eM8ycIXaLuB+jrmXVdImEKnHLKKejpmX6RXQHYtH/UENAojBT1JQEmuEZtaqcYwtJMij7hT3LuoHY9iTKv+/JteGLPMEw8o+9g96tsgYf3yeyWID+WCzGu8vF2Jffac5Wb8nI1PWMHmjgP3Qa+6J5t8TFJ0U//1P9UbIt9DmkMtGlgcNzQJ+y+iB8ofOSSh41yu+AhBXheAPDaKJSZjk/JQ8hRnyL0cuwrl1D3db0he5+I4vmm2WDHhNX6BpjAluxX+CrpqETXPry/fDuMchhibGAKk3Z6/Hok9yO+Fvw5ivfD9FjmP0N76DjHuew4P9B/7zg8EfWZeT7hPzuGK9cF6BgAeHD7kGF/Grbjm13P7NPJ4zxNz6H0rnp4VxTSzuG4E/20PZfjuhAVTHu4atuINDHTt2K42mKxMXiU03e3+6weO4enYR9LAwLi4erAdo1PRRU4hvG5q9fitvUHmIerjviQ7+as2MOktydePjl2+0YlSOaBnPPbAXn+2W72toDIccVAycP1Qitkn/XRoxERZR3D+T+XPIxrH92DNPwgdGXffGAMB0ar8Tag+bAe/GVqjKwqZUzTD0dzOuDhyl5GrlHWrDr4gR+vMtKh4wHgmcfNxx+/4PjkfmWPXOpR1Swbm6WIF6UfpMVwTcYb4h/eqRJeU/P5TCRtv/jj37zEyClgripKdlbr4YquHP5xs695LEDnfsRDRip17B+phIH2U85JxnDt/DtJEITZjetbpxTQ31sWD1dhRiDfMWG6iKfFMlEo0QyEFkQoVJeN7UHaCNzTcl3OKEoBI5VGHCYuLYydNkkl8gRMb1G7D2zHe6Xj7VlSPiufUsoUda10qHRrdh0x8uV281iWbuEOxgU32/BapOIzE+2y6XPD8n/v9s3xAYFK9osDpXDD43vjdRuIR3YMJdJMOLgabW7znsfXNfqMhrM1gQXzypio+UYb3RT8dL2z+yb0Z+xIwsTrIMrU7uuE/QY7dB7V3WwHFzukgB2+gdvG83x05xFs2j+a2O8+y7xeVB7fEQUwK2+y0d7JxcO0unJwtOp8Vj591eMZ9pvHJ0IKWPnazjRpl52n90A0c9J1qH6ezHvks/MVuEYVPQPsno5M1nFHFHfYsN1XTHRPOrg9vtscDOJam8tODl8fha6La6a2r8JnZxocXGef4KqnZWcfly35JAmUQrmULipm56XdsnmutqcfjfZU6j62H0oG1OYjQGkjmUWsix9omA9AEUjgccXImCp2uVtp4NovzBLzcI2Psc5J8/LjaVKMEhJwEx6IRe3jdrJMuRgYu/C3+IBnfbjCuui2wTAwA6VgNDIA4OQXnoBnL12QSMZOn6Y1ZabfRG3SH/X8c1IFV8UaoYp/aAqbkWOj+SFyHmO9kegwahxFtS22jTcW6feawwNHT3dyhRTI9zSmhboA4Cf3bMcnr3wsHL1NuUdlz0sEvxcPV0EQsqg1AvzXu17BtnjwPBJcxcNVEISjB2o3BSltPWpRkTdooHTfjMNFPQWVWACY9lL7124f81BqZptUJfpAsZ2WyEvCZMMP4j4uYYtBVKYbH9+LR3ceibZHsT9Z396OlWqGFAh//tNPVifEQ0rP87RjgGvGHe9HXvXwLqPvoEWk8LqbXro8DX08CXf6vqW3ve2FjW58fG+ibPYMQzPfMFxhWG7EmfLwEUoBC/t64livWp/QOoPuW8EIcWD3G7UXM3Msg3nNG36gPVMtAZPqh+t68OnkBPmIFOlW/MfljzrXM4nPdfRP7XB5zjqaM0vTDpunoAyvbMrLWOBNKXz95ieNPm1ev7ZhBZNVMPtbCo5n2kojTQuj7UqF9S3ui6bcJ1tjCaJZu9w5CMwensymA2P4v5c+kkjXnh2bBX/XpHm8u07i5fcDhQ377bWVlNO7thPMOsGVe+8lsV7STSgqQfySDv/WH5n8qd+xSGJtT3vR7zw8gdvW73fawI+zzyN78rBfNs3oIb5yu2y7yqf3ZWcwEQVxv2vjQfzdD+7PTS8L22uzFNVg+4NrnJNSD8gu8nBViseEpaNafwht8Z1PqbFfxs2QtUiZMcKI5H3MagjEaYA35HJegjDrF33QMvNo4sbHVhQ4J01wNdMzG0ntwP4Q2ducf/PGUbSfYs5QA5O8cOnYaiMwPFxHKnVTXLfsonqWnFajMRvn4YCDHwSpYnSp5CW8FkRwFQQhi5ofJLzzAaC/t4SBwQlscwxAC4IgzEW4g45uMybbpvTTDxRU4Jj5aE3TDj1ck/mRI0k8cy8SUEqWtyWQFATj9KOftshLfy2/fl0kAJr9HjsFpRQm6z4qdT+2ww9YyDWrHU8L9Ljg7V97W5ZWwMXrj1+xJnEe997LEoW0+KiFSUrL5QkMJBclsx1UPAA3PLbX2GYX4aGBoUS6lAzNQlvQV45DVhhep4mrAfzndU/w3Mz+NPtnezPT/r/49l14cGAoFuDidJS+1lmONq4wZc46GOcZ/rLt0Lilm6TfKzo/Kea76ofDSN7PU7Yo7RAPHWnUfXb94DiEJXpkoobzfrvZzF5Z3uHKXMg8GQZB/3vdl29z7FNRHae+qLu/GMZENq8bjysdDpqE+/RzZJc9KVz4Vpou7/y3vPTE2I64T+y4tqnOTuxeHR6v4Z9/9mBCs3B513aCWSu4uj3Z3L8XS5cWhIleipROgXP1SmjKupHJ87NeO3YlsO2zjylKM6fol53Crx7axdJIeVPnUKn7eNnnbwZAXsTmFIVmsV903HORH8MJp+4k81t+/XoAenSHRHeytVX7yCCeRMLDFVMJKZBuG334AfcoHb20cvOwPFwT+cT10azROqRAPpesHMg/yMovCz4tyTgX5vQK17Na3A6FwbFq/HuYvvnRsLfF2x111F6szbZPKd2orjYCzOsNV1Gu1H2ce8vGOB/XIEmW+O0azQuiD14jQzAveeaH124ACIIg2FTrtnd++NLo7y3jqod34aO/eKQ7hgkC9KC7cPTxzGc+E1dcccW05fepKx+LPdN4uzBQClsOjuF///whQ5Sh9pUpZulzCBJ9eNuO2pa0bXiyjstX74j3l7iHa7Qt9joMzHO5+MvzpLbqWNVPiFwN61h9DmKvMhJRGqx/ZMelNEIKcK9BmLav2zMSO7NQfpW6j4cGDht2ubqEtuBNopId3iDxOysPn1Vq90XMNr/ezsvqJcpnlpOnQ/lobSD8hdroC+bp2MTkwAEkY5gCylycSNl56OsRBPp3Xrp9wxVM1BqJPifd2zwnHDOconvhbuN6WNcgsZ/9tJPZN1LR5YIZUoDbkJZ3+LtK7LPrCT09nHrkBU52u/rnRCNQicXVeP+eCK9t3PGMdQW+AJhSKg6XyNHipa77idnNpCdY9yiOKx319+16xe3sLXtOzc5nA0Th+yDk7d+5O3EsxatNrRsOu+k+JO8XK0sQbpEYrg64aJVHM4JKECiUSq7K5hYnjHMVEi8gl438Q+Oyza7Q5rn0YSlQKGX8cI70pKGDswOrttkfKXc6WanzrANlhgBoxcPQHimL00vJEwjLdMWDu2BD7vpBNA3HCCnARoKbgXtQGjbwBkX0gmy1gZ912fi0pPBvdx3MTj857SJxDGvo2Pn5KZm878IHMFKpx2m6wmq4bKF08+DxllLTg35WWxHVB8dr+FEUeJ83IHX67vuvP8AmXrRAgYKug/xdwkfiq/UAfeWSuZ01tuw8A4dHhG2bUQWjD15WDN5yKblKZotjJ4IgHCXU/GT8aQDo7yljpNIwwtUIwnQzVmng2Pm93TZDOAq4/MGdTKAz24wjlQbW7x0x2paGo4YlDtnepraHKxf5AGDn0AQ+9avHY2+20HPNTJPapGlN6YSwpLSwZjsZuRb04d6WngctojAnj6SoqDeYgrJp29vOuzt0sPC0/XVf4bb1ZvzIrPAM3CMzvP5sYZ+E2ByWnU/Ppn1pMyvp+sb5ZvRZXH0MYz90/Yk9XCNBd9G8cnwUd+Cw06Q6RgtL8z6S9noEuzbAL1bvwOYDY4adticrz8+ljwBajuSXIPaYLNivMGZ8sjK5TlcKWPajVca2NPHOJeARrj6Sy6PZ7uLbAxB2znZf2p65y98HtC1QCjsOT2Dv8GR4tJVnat1RCiOTDebhSTFPLc0gtsdMM+DvJeM9lcy3p1Ryhhq03w90vdbuHmFHmc97wOpGXjiq2AYVPneuuLZxeuLhmiQe7SswdbgZL0pfqXB6haOy5YYUgB6p5Oc3fAVz9CUaCUiJkZi9aFaURoEi2aJPM3qIftmphLt3K/By+oH2cG3WLtM+/Xe8aFaOWG0HXyZ7KE36QNureTYL/4jZdYlc6qlx0erznRmOQJmxiOxS8Ckh2XnEyeXaYry8AgXfd+dx/9ZB40PWjIdvEZt9lRbD1QwRQg2KVjwz+fXjoRs8NpDgwo7XwxvCdiNIsbT5x4Wm5Y5GoQT4PsX+b9jqEGIp32TZdEzXtHKUPHORL1fDVRAEgVNr2B6u4XvkmP4evOWlJ2LRvOlfKVwQiJFKHcf0Sx0UpgcSlLhHYKCA+dEMJsWOoxiTrraWLQDaMR8J6idRnElqd3JvS9dMKzrWtAmJ45RCNDMqObMP1nl6yrEO48dnANqevApmW93pAWrYFHnOZrRLXbNPeWzT0JMztCvNw9W4Blab2WibUz+Btfn5wYaY7FmCsiPHxH1i1zNKJfRw7euJyxqXjdvDy64UzrttE4Yn63G9MBxLWH1QSuH6x/ZiTRSDV6eh/9nXx7f6PzZUj0///n04MFqN+y6Owidsp776p3/1WOJQO6awXa+4cGica1334ck6xmta3LN1CO6kpPNOml/3A6PfmOl0Fl132y5D+IzyWrNr2BIpzYXfXbkECvjCtU/E15qqpetYj2LfMfQAhbYj/Fv3Xakm95TdfX0eczpN17Cfd36tX/K5m/Q+h3ZH76b4yUhZvNUPVMszjpth9gmulorO4ZuyRANnuioUAwPrgVYqXxjjAio/z+1dmC5Q2MKVtTdxTFEyn2mHOKlfnMmXU/Pp6995SIFW4R8yIAwDEW7nKyqapImntL0RBPEHWgu44c+pWKusPyjWig4p0Hq6qXorgO/evhnj1QZoarq9v4hnsX4Osusqb5jR31lT0nn8olKBC5BsTGTYnOrhmpxmRSPyTWM0cLSNaaOC6X+HW3iN5aso0sAHT7vW8NHXU8IrvngL8yaI6lRgPhc3rd2HkUo9bOgg3Ta7cadtcF+bkuclBmJEcBUEIYtqQnANKZU8XPTBP+iCRYKgGas2RPQXOk7sxYmk8KWUit+RfLGkODZikGxr2R5iaaExaFvDWgCCh4jSokRS2DEOMDZpQcMPgsQhplip+z9kuwfdJ+ZCjd3GTHOw4tPi+fH2tH3HiYk2Lu/zcG9XnrfZJ06ez/sGtsefHa6QuGzVzvj3tNm0mWHkrP5IKXIeWtgXifdKxX1OUwimcoS/1/0g9tyMV7qndSXifont5KH7U3rKt1nHA5a/jR3C78GBIUzWGs66bucJ6/dfrN6p99t9HodQS9fApQ/wvhUAHBozp+PbQi49e/zvpA3khEd5OMpnaS5OgdjR1wwChWojjNfrWfvSnG64Z7RRqx3PPc2+JAKlmEd68rmmdImelL4+DykQ2p6uCfD65+qfps/mTK9HcVkK6HztYNYJrr51czl8k4Lz+5BKEEQxXK0BQoVi08pJeDKEKJU8xvU7QRU19GCzX+b0M79U+kWqjJ9Zx+p8dAxXYx/7e9fQRK4N8Wnsd/vhUgrxKoqF07M+lNyzkI+UcFIGfeNr+p/XrYs9XO3VPJud9s+vvV0f4xAG0UtjKjFc+bl3bjxo5H94vIZGoIVz0758D1fewEmrbny7OR0kO0A6fy7sd/CRiVqmTXkUWzQraUcz8A8pb6DxdPk+sO3W4wSAeZQimmqkqLGrhVfu1R/HQFbUmKH8zPI8sWcYo5WG8yME6GfFnn7mgQaQ3JRLXmIktxVPYUEQjh5q1oJ/Jc+KXSfhM4UuIoKrMB3Uow4miQfUjqNtCREW5toPj+0yZ+qZwmQUUoDt121t6teEf5OwkSlMWgJh2mHU5icxyZ7VaNvCy0v9robPyhkoox9uezu6ymf3tWyBKGmzu++r9+k2uLEokUvUgW7f024uILvCs2U1mV0hIezymXnT9Qx/kojeG4UfU6y8/P5wj9UgqjsUUtAO23Dj4/uwa2jSELtsPUNfN9O+WJzLKLQtoqX1IF3X38iPP0uOfpkt1Coop4era5ZsWp6Uvj2Y4bbVtCmhEVnnu/abuox+7muNIBLLzWfbfiZt+1R0f/TxVtmh17jh58aL3EXPp8+uvV3WNB3Ffn85PVyZHbxfnCiPQ+DW/1QcvoTyIuKBEPFwTcLFhyzog1Y8XZreYL1MVP6N0CJl+PftGw5g59CEU3SLP7Qp6QCIPNiS5aE08qBjhsbrZlkyjtU2IL4O9jWmv7jAl2eTOSqiPVLpZfjyL9yccbYrPTO/2CPVGuEslBZNYQl4DFdzxK1ZuB2B9TKpkYdrkP5yKZSHMgXXGx7bY+RJQbS5OD08UccjO4YKCY3c+zP3WN7KQNR4yvBw5ceWWRlqjQDfvGWj05Ywn/z74Sv3aKVSiN/aSgH/cNFK2B7cRQmUSlR48xl322sPYNgjl+bBeiP3iDe8EZSK6xHlm5xqlB5SwIUCD7TuPqZU8hK2txKLWRCEo4eaH6CvXI7/DtsZXTRIEBhjlQYWSUgBocNwMYK86Kj1FJgNyXBbAGMxqX/66WojPa7xKCT7xXZYAB6PlJrFus2K+FhHM9fZzouFRgXW79D7G4FC3Q9w3opNrJy6vCUvHMAPF7zV++02ptGuZx8OZf2kdHk+LpzhGYw2ty6Tcc2sNjZtU1Cx+HXflkMYmdROUwmRxwrLxQlDCmh0+VL6typZf2ghXlO4pX6COTOPp0miN+8HUO4TtQYrq+NaROXk63dQXQiifpmryDqmpuk563IWMixK6UulHeuqJ0TeAuzhMebfdj/QfvZ4zFx9jHsbp9YI4tCDLtHZ1rXot4YfhIIrf0z4MY6C8+cxqjmGoLv5wGicp2+tBxIOBEXnx6E49HsKAL5+84Zcr1HTe9yttdlOemlh7NKqAXWn+SCM+b4g/S/H2DYw+wTXwLypHNvJuxkdgLzHXOfk3Yf4oxPZcO4tG3HHhoOJwMp6KrO7cpgvQPtjwN5GBXnbecmV3mwSH51AxVMSfOvBLvIhs+FB3oPACinQglBje7jyRbjYUfZZzrRMDxsv8jqNbKWPV9P2RelZgdEVeAzXaBSxZQ9X84NoB+KOR86h79W+kQoeGhhKffnaFImRTD/tz4Jvu4knzg3h5U/zim2m2vtB4P54wvz4hLF4WgspwL+zXPxM2GslnVUj6UNCo4j0rNHPQIWjl2HIE8pb32dKw/VBTBvcsdk3XIFSWtRNDymQHEgQD1dBELKo1s2QAgv6yhivZi94IAjTxWi1gWPEw1XoMLy9pgBs3D8Wz/LjQoJuX7N+l6NZbU+9bwSBe9EsOt5qrJHgyfMkbM+v1GZe1KkgUc0QwyLB9dxbNyYEmUBpEST0alWxjbb4nNalSBNePMd6LPYx9m5uF29/Z8Vw5QIknf+hn67Gur0j8AOFfcOV2PMx7veACaAF+yAukU5Z15uu0d7hSnRtdd84tM10wlFxerqcjSCAHUYxFNxU/Hucn3WPyAa6XA1fhxog29IWOQrTte55rsYTYizelUiTfndfb6UA33ELeGxlwK2TGLZY9YRsdek4WU5E379zC8785ZqE/fHfVr+VhN1GoFBtBE6xPFAK37w16cx096aD2iar/wkAv35kd5zvt27bmLi2+nlRsShLf+vctZ0u7HAdWYoI1XUarHLtN/92eTg7zovqp4QUcKCnHWQfp6KPQFFIbEt+8PLT0FNDwn89ZS8KjmzZBLOiutLh9tjn5tljezXq7Xr//pGKcx+3wSW68Bdi4uHJ+GhQmR7ZMYRLVu1IEUjTcbny800lRw0uKgDZ3pDcc5TqV6ujHqVSsow8pIDCFBbNCkwP18BqEFCDxY4XTNuLjAimNcK2HRqPj6Gfxv3wkDklnX+E7Hi+WWYFSuH6x/Zgx2B6OAsSGDOJ63BLen/0DOuGGaVlT7tyeajbHyyAxW2FOaWDT50YqTTw9ZufNBrHsYcEa/yY3tXR4gOO96Tr43frun2gUfGsa1P2PPdorzAl1qxZg2XLlgEABgYG8L73vQ/vf//78YUvfAFB3sdOEKaBHYMTqSsv50EL/hG/96wlWNBXzjhDEKYP8XAVpgNTpFC4Y8MB7BqaBGALRPQz9DrssWYWxelZ3pO+b3k2Rj/tfgyP0dmwFCcu1HHSxArq19J0dH4YTVPn53MPVz2jih9nT0s3+yyukAJDEzXsGzb7ttkhBVTcV4q3WfnTT59dnzSBl/+r1MNvXaAUvnXrRnz4pw+Gx7E+ZVo/IZl48rh4cbGA+gi6TqXZaU67D3+OTNZx7+ZDcRqNIGD93mhaOuje6nRdXoI8X9pfI09Npes7X+SIMvjGzRuwYf+oIY6lOX24bum3b9vEtAk6ThmaCU/bSA9wtmnsTfZAhb0/UPnH0LMR2+iw59lLF+CRaDEyBUd9U0ntK3SuUbhk5QA+f83ahK6gFBLPBgDsPBy+d4JAGdePfqdQGrGQbOlT5uLcCqOVcEb1kCM0YFo15zGnlXLrLfp9xPULV90It33x2ieMba5BEX66eLhmELvp5zyMrsqcl26JeZAZ5NwIFf2PHuyekoe675jOy1/MjgrDXzL2g+aKm2Lz85U78KlfPeZU+oEwTtWFd21N5MnxmehiTFdR3IXcsi3dpHjfmp1HsGbnkVggdT8ySZIvNvPK6YfVjA9r2JCSEd9O8T1oOkbaQlvFCSfr8LzoBUZCWusxXM34p3VrKgNNETCfh2gEWuVfd+OjoPhW4NpH9ySPZX97sVifkrbSaXLBNc0Tk9txcLSKkeil7oKHhLDTSKy0Cne9OG/FJlx8//bUPPgzTZ6ne4YnjXpI+4zz7NHO6FfbXLqegZXHRM0P30/GSLMV+iE6579uXB89vyr1XvAGN8/Xi1Y4TRvYKVmeA0Xqk5DND3/4Q5x11lmoVsPA/Oeccw4+9rGP4dJLL4VSCitWrOiyhYIA/PjebRgcT4+znUXNWjTrr3/v6fja6a9sl2mCMCXGqnUc09/bbTOEOY4titmLDLmme/tBGI/TvbhPON2bdoUxXHn8TWqPIs5D7wvb6w3WpuTn0TkegD/9+u3ONmEsjsH0aNS2axHP9uwLf0bh65iAk3SEMa+bq9v0yI4jOOOyR/QxSPYdOdTX/tIN69g2slMLdkFgei4GCnho4DC2HxpP6g1M2uvrKcGPwkGs2n7YKD+JmPxacNwzH/Vx1UZ4QeP7RkdYIpLuD+t+AL+Wg+M1PBqJe4EK71/o4WqHNXDX0cAS3MJ0dL2p+UGcH4UqcHH7hgOG/YFK77ck+6UhdWvQwNbVHDpb3GdKe64Sx/K/Qdczpb+n3PfW1njsI3qiNTLu23IIm/aPWmlqr2ttR5hXI1DYfmgCOw8zhyTmmW7Hl03YCu15Hd+/uJ6Ro5h5BbjzT6Ue4JzfPAkAeGLPCI6dH35Lmwsp4HZCS4YUcD/bdFl+et924296nmkWM23j+eons7NMSXDlXjnTRSiquEclOMpRmQHg1ctvzUg3GcM1fPlk34j4oxNViJ5SKfZwtW2IX+YpFYa/dOx94fZ0O45f2Ie7Nx1ypkt553mjBYGeVpwcJTM/3kWgc3qjzlaZCVM5phjnE/bHt8xeKqnnpKau91CZf3DXVnyLjZg1q4mmCo1QcUgBamS5vHOL5WEKi74V1J0+mvx+kwBH5xNpUzzSBGfXQABPjxo6RTzD7alPPOkHtx/G0HjNGJmyvZsTNgduwfVnTEDlDR3Xs7D90Di2HByP//7Aj1cZ+7nAqBRw7+ZDuGzVTt2ItPJxnRceR694L/7wh7/r+3V4vIp1e0ZQj+LzlD2wwOTmyp+8oXPhXVvjUc+00UCCezOoqKVFH3EXJXvRLLiDzgvFefazn43vfOc78d9PPPEEXve61wEA/uRP/gT33Xdft0wThJi6H2QubJiFLbgC07NIgSAUYbQii2YJnYe3D4MgFIr44Lo9w5LEqp6Se4q8Hyi87PM3GyKcy8PVXqCQek0lD4ZQGR6g+6nE9sEJd5+VyqKSnqxEPKXe6tuSKOhH4QR8tp3D047Mc7L1kG63UxnSIOFmrKIXbeaeonqGmZm3UsD2QxN474UPxOUPt5v9E3I8aRjxX/U+BWD93hEcmTQdSBJlczgRkRBGIQtpX9oCRHSPwp4AcxiJrjv14RpBoJ0tYocMz+hzc8HQ6M8wfcLwloT2IEzrU2g7VWxXmlYRX2/r7lYavrGd92F4aMdEvywSk+0FnO1nze4P/+z+AcN72w6D8YvVOxLOSPF9iPugSXsotOX379iC69bsTdhh91vjaxwo1PwAnucZ7Srq16UtHA7o+k6e13St6J3CQyHydHmdqDWCuF4eGKniacf2W3a7804Irp7Zv0yz1Ri4Snnv8OutYMVw5ecr83npJC0LrrZXznQRvqTd0yvsTa5jDkceGj+8ayuujmJUAFrdd03Hz7sR8bSK8C/0lD00/CDVyy2tPvGXTFpZskMKhOEMXBWP9uddI4rfYldqbluaGOwiFlyjFRNL9pstB5foyzeVHB+kLHs4/Djy6t09NImDo9XEap5FSbs/SsEYEQq1rdaecBUaFmPGGNKLKfFrpVRyRBRAcoqHZau+Ru44Tvyjoqekq9TWDt/MF82yhcFHdx7BwbGq+fFW6Z7H//STVfHHyuaJPSNaWIwbsu73Q9kSFO+yF4hjz9Cbv3GH8YGn/bo87nLz4zyrYag/Ego3P7Efg+M11BoBqo0A5VKJxbA2y5AQuZUpwtrwlSxDe6hOJj/qnHIpGTes6PMmuDnllFPQ06M7+zQaCwALFy7E6Oho2qmCMG3UGkGig1j4XD8puArCTGG00sAxElJA6DCKTc32Vbggk+HxZvX/qI1XLrtnX07UQqGJ2mQNP7Cm3GtBiPCAeOGmkudh0uF0YTThU2YO6uPCtqOeQWe2D+2+BG8jx+uFMPEqMYNSFXPysdeOyHIu0t7FbBuzM+z/hffIXCMjLN2+kUos1oVHmtfMjxagcsV/fWhgCEop/Ptlj2DF+v0J27jeEIcqY3ZycZ36CnZ5jbIrU1eg3xtBEPfftIer7gdwu3koR/s+cijMgb5euh9Sd6h+HpIhLBrRfXF7MbrvabVuivr6p8J1a/bi4YEjcYxSXS5d32xHHZfoz7l1XXjfyLPW7mttOTieuD68rtBPWy/wVWjLMf09mKg1jDSpjtm2KaVQj+q+h6RoH9bncP+bv3FH4hoajkysG16LBVfdx+Rl0XpG2L6r+0EclrOnbIcLdN83XymjjnNRlOADB2Qrf0fQrKvELFLalmMHaXIzOoar7ZUzXQRBeIPyF/XJFgI27h/FgwOH479LnodPXLEmrlS6/uW/6cO8dK3tLZdQ83UcmPg49qFxpsNe2GmiZlaZGkGAnlIpYTOfwpEnlhohBRwvzjwbbOhYit8Wx3BFwWubeGmZApUO6J58keo0Uq43Twe6EdRbZoJ+m55CLnhOZUTlx/dsgz113rdGUeMPKb9nzBMx7/6ZDYnE291Ig9cTpRAt7JR+Z1O9ux122R9uXh6b2zccRCMInB6uFCrCtNstRvaUS9nTL9gr3Dm9NuU5tUVo+jUe6In+4J75JB7X/TCkQF8PXzTLnnZjNXScx7hto+MVKGRAeh2h/XY+QvsoMdf38fFxLF68uIvWCEJI6OHamuBarfvoK4vgKsxMqg3fiDEsCJ3AFOjCqfR6ijZrn0bHU3u5p+T2/DowGsZm5OIHh9LzWceWe8B5HuLF4uwuT5GZS9rBIxR77Xa8ApuVFV8D/ZNmdXEHH96erDZ8y6UhfWaEUS6k9/sA3ZewPd3oJ/dYbfhB4jz+t/6pt/sqmtHITEgISUDC8zCtbM4QhIEy7WGH3PDYPhwc1f0TKivvhnCvzEAp1CPRW1l1xC6zy0uQ11eznCoW3V1th0ojwPq9I2a5YluTZU7zoqaZmvpSUI8mrEOVup/ou9DxfpB0BFNWfyrtWaCyJhZ6c2BrOK5+lh+ETmSL5vVgtNJIahl2mtERNMu1ZD0DdAxpD1sPJYVgKist9E27q5HXcCOOxWveb5eHa8nz4CuFHmv6btqVMWbnAglRPCyHF+cD6HpM/MGXb4v2m85nui8eVXqPaRWWHeRd22labmHYXjnTBY0AuN3NzRdhVv0/dn4vhicbuGzVDlTqPjwvFFBcgqRW4BUGx5IevfF05+j4MIZrYIgnoX36mLSPgR59Us7tWY90w3d7+OmXodtj1PxbP3gJD1fHKnThvnSrbA9XHVIgeX/u3zKYer5rFBhgAq5yjwaS7S54OnVfYXu0KEhvudSyiJR1Gg8Kb3/UivLkvhEEyozhao+iUkMhvN/aLor1WkTo1vFsze2JFz67kYFSKJdK8DPqN8/f8JQMzLxoaoti59j33qbuK7j69M4GUmT7E3uGjWN7y14iHpBhu1VvXR8v/vOK1TsT+wB9fYwYxHH64bWnUcKaH2Cy3jDieGkhNfo7sMsZfmRpek4aXIgmjwP+0XWV3/agEMG1vbzsZS/DypUrAQB33XUXXvva13bZIkEI368thxTwlQiuwoxGQlwInYb3Z0LPTnMmJG+v009ysHC1sw6MVLGwrxy3J+1YmQrAm19yona6ge0F5+FFJx2DRfN6Ek4rKj6CbHH0uZU+XjuUWO3QqD397ds2GukoFYZVI+9Wl2j84rNuglJAraE3pj2lLs8+Fy84cREUwv5ympDIQwqYMVwVE3KYrUoLtUAo0NUaQUKT4L+TOJWFXlQsuc+escjLctv6/Vi7ezjeH7D7RDaSNyvZ7gdBXH9MD1dl9P1ZkeP9hC08Un8mUMrpSV1rBIkYwnrR52SZ03QQOzQe9dPoPjcChbLnJTUimF6WOp/sv+M0oG122WsI+on+d/IEPwhQLnnxTMu8rhXdP7qGpZIVqg9h37BhCZscPjuSi5k1K1awfV/5jN2aH6DmB7Go3VtOPqWeB7wuEkfj8rIOZfhrUhS380ybnapUcgFA/n7ii07z0ylsxoz2cO0WFGvC7W7Ofke2sLRkQS+GJ+v4zFWPY6RSjxtb+oPHPlDRndhycAyv+dJtibSUohdZJLjykALWSxbKrNRWSvH2P//mndYe0y4XFOvHLjad4ppinHj4AreHK50f/kw1IQEdq0MK6Iztovz6kV2p59vetkTJ8UFKiGAF7N19JFyxrxGE7vBUVvshrDUC3Pj43tR0eH2xIc9JP7oPTUZXiO1LeriaDQJaLMmuf3yUOwtDqIX10YifC/3i0h/8cMp5ttjK7DE+Aqbzv1KRwM/uf9o0E6LWCBIja4D2ircNUQAuunubsbmnVDJGtLU9yY8Oxxb7yc7NB8eM7Xb8Iw9wvLfIlsjDtaFCD9dyyfBS5s+z7VUcXr/0kAL8uDhfxRc9c5+oYH6ZFJp7Hwj5fOpTn8J3vvMdvOc970G9Xscpp5zSbZMEAbUpeLgCKjOcEHXMBEEQ5iq6Hxd5FfrK6p+ZYoyCFlxdr8fB8RqWLOhDoML2YprDEBf2+BTdkhfuf+Uzj2X7zbidrlBkxM/u3x73Z/3I68hoh0L3O3YNTcblRLQ9XKQVUXiFcPu9m811SJRSeN8PH3DkbmL3u9La6v29oUONr5QxS43P4AzFLlMIpvIkJW0tZNIeCkVgtu31H2G8TcB3TrP3Er+7ikLiaCxU2vfecvCgY6k4VEbaX49DCugZgV5URO7o4fJE1v0jJPshqri3NNkVBO76lpZKlcW1tY+je1gqubSBsL9sO6qRNyUQhVJKGWiOBzqU2/HEsIPVLwBx6D9OI6C+vRc5GZmJOUVd6HJ78FBrBHhkx5BzPwC86/x7E2UI+376fQPoa0rCq6mx8EXUgXojDCngeeG9TvTDo/fQgVHTYTFQepG/C+7cEnmhWoWM31dabHXqf9ChFehv/r4tefp6u2ZBz+gYrt0iCHSg7SzSRc2QBX09GK+GAbNLnsdigbo+WDTtIcWmSHUKX2phZav5LnFTxZXG+TJJeaC4XVllakQvjsQhhqhilc9635Ogbbv0c0+2vLAERnrRRaARD3qxucRwV2BnPRoXxOnZ00D+9588D4BionnyYXLBt3Lvm3D6Tvi77fVQbfhYvf0w0iBPRdd2HgcnSDkuD+qYcrNsN/oGG+Xm14JGf4p0a0mk5C/jMD1tB6XFG4w9pVLq6KS2P2k33/7IjiFU6vbosIrF5DSqDd/ZqTc8aal8UXqVum+8S3rKXsK7HAB+9ws3s/KadhvlY+mb25VRxni3p/dRQzdMxDNCCkzWfPT2lIwROn6dFc8cNGKt4oZgHrHHLfLeQ9YghBKhpB0885nPxBVXXAEAeO5zn4uf//znuPzyy3HOOeegXC532TpBCJ/7I5Otebjm+Q+8+jnH4U4rXrYgCMJcgnvoURuN7+MCQfgz3GavLUA0fB0CzRUOSkFF/WW9zRD0PC3y0Hnr9gxjsu7Hf0/WzOnanKGJetwHiBcnso5LztZkP2lGldLX5n+iVcZ1GUzShRFeLnfM2/AoL+5LrN87gpMW91t2he3q91z4QOg1xxKq1P14JuZXfvNkLEopZbbBffJwjf7+sxefYBTk6zdvwJP7RuGaTGfEcGVik00jiv8b98tTIqHx8Ai8v9bwQ9FZRWWmxcsUzDrC+zxB3D+x6xmi/UmROSEcpqDYtTMHHzSuhZ/pnL5yCTWq6GSHAuqR564rHJpC2D8sW5WKH/f47iO4IcXJKi534H4+DNvZMx2em+wn83iyKqpQJHjSOXb+fG0TzwNGKg3cum6/sT4H7wM/tsuc1UkiZtz3i7bbHq52v9cIR0ELO5fC5y4RwxVwhvtzaat2XeHOTCSQOwdTlMvDVfe7SxnvhEC1vqZOM8w6wVWPik2tkx97gyK8EWacCF4Rwg/Wcz9zY3qerJKqqLLV/cD4gNK+sEK70wlfAO599sPqLlMQl8lMl4k0gXsfz4c/TGb6+TYAMEdXokNJuOQPnb5mKrbfJv4IBvpv/tAEKvSc4UKQQv5CZ9w2wHSBJ9HQBV2fLFxT0xSSrvmtTGFzxdixR2D1ypNmvaTrW+TRCWP56pgursXJwr+VUb/KJS91dJLb+C9/8rzUxua7zr8PWw+NGc9KoJIfDptqI4BjJkMUHkFP3ScbgiD8qPBg7uWSl3hpA8A4a3TyvWniPm8wx+epZJ3nHq6xwB29c8rRKGGtEcQeruZIs/nRC6f+6I952KBP3ov0aU4qHmHMun+e9QxP7U0sCMJsIAzD1LqHaxYvOHER9o9UWkxbEFrno794BGt3j+QfKAhThNpbNIvInK5utk/pZ9yudvbJwmm8NDMxESIuQLTyN4vD6On+EU2z5elvOTiOg6N6wVrXVHAjj6jt6fIuhKMvydus1OblnqR2t8jub6YJI3nn8eOUCvs441UfC+aVE3bx33m/dPvgOK5+dA8A4OIHBuK+g4Lp3ekHoQiloPC+1z0LJx073yn22A4kaV1CV1Fis9JkibiucV1Dl80PFC5fvQtj1UY07Tya3q+saelKJRw9bJuoX+8KKVAkdEJoZ2QXF3cTx7iL7CuFeT0l1B3emOHiZdF0d8fFCgIFu0rx+1JrKGefEDCf5zxNKvFsK3c5tFNaeMzZ1z9h/G0mGonGkb3xfWD3O+z7p9tG/T0vuj5kJ4nXOoarka0RUqDuh/8o9IlL23DVbdsq1zssPlZR/dO2cEe5QKlEvOWwf0p9as9Zdz1oR8NOMyXBlXvlTBd0YfI9XNNvHBCOetA0dw/uqemUjj1d2GUTVVqF0EOy4QexIh+nBfZidqSV5ZUbCzipJaLp8CWHKKbTz/NO5RXSfnGmhRSw03jX+fex1dTNn/HLhF0bmtrgdBOPjok9XC0xSKlwdGpowpwa4hJ2E2mz3/nxvWXPEMRc9qSRmpfi9yEShTNTcuMKR2CvoklTWfhHgMdYypbT9AeWxEB+PWNxlY6F+dGhaU2p9Th6ofeUvITnKT8nGWtFpT43RK0RuD1cg6Q3MZWr5gfxKDUA9Ja87EWzrLKde+vG2H7jp+M54x8zldgXQmX0wEIKRItmzespGc8Vt0Up7TnNy2fbMTxZR8NXiZFzsqEUzSvJ+ujZ12Oqg1+CIMx8esp65odNEChs3D/actoL+sq4bf0BnHX14y2nIQitsGrbYQwMjnfbDOEowG6f2Qve8r4aP76nlPTOKpF3atSWJmHLGFAHLTKtz9P92fAcmhlpi1T0d7wgUZqjUGQ373fo/DPiKkbCDImtlJ8tqBZtXbra+GmE7WVlOF5xwZhsCcU6nVC94S4LlYf3aWt+YKyr4pzVqRROeflTU8vB75UN7xPzn7E97HcS841+t1LxvSXRLAhUwk5+PXg/nddlsrNhxSSmPkWxkAIhOoZr8pxUR6hAoa9He7jyEHV1XznXJKF6S96vZj762EZgOuW4jE6P4Zq0nWs5Cf0lYH376FmaqKUPeJCXLNlHxbDD9WWR0Cai32nRLFrTxA4hwYXxarxoFmkydh46dIA9c5rjCp3CxVvSNMiWeb1awlTQ69TQ31C6TCUvOUM3TN8t7neCWefhSuKPW5xjvyM7pEDDV7Hbs4K+qbaQq4C4FqeLSGZF7SmXwpdXUp3QQojjIVDIeKGwyk1s3D9qTMOjl7srdotO30zXV2FH6dXLbw0rP1VQuK6n+8XO2TcceqkkAi1HP7Rwp6E4Rs4pBOyFFpeHHeersMFx8xP7WZmT055d2GI40VsupXcsVfIlYaaZL6RORaAid3r+geCjOh41upT9oUxf4dGGGiNhFioeiQ530jE6LUovUHqkPOslrxA+I0kPV15vTXGd/s66drVGkJgaEqZtli20IbxGtocrPbtZtnM7Kfavnb79YufPIN8eexEriqGj31vUUKv5ASZqDfT1lIwRXnvkWsEMn+AKPv+BH63Eym2HE7GhFLvP2YK5HVA/6TUvCMJcxf1iGK818JN7t7ec6vzeMlZvP4zNB8ZaTkMQWmHpwj487dj53TZDOAow2lv2YjaKO0iEUNuq5PBwJbGUhIRyyRFSQCH2OiM8Ty+MDGgvWf5qbzDhjdrDmf1fJGOKUpnsPjXvy5LtgVKxgJj0VLUyTOlgGVPxkd7Pon2+CmM+8incP713m9FXCpSpCdStxi5vfwOmaFhvKNQDZSwUbUPexWl4jv4yP5f6edwWwuzraIewz10Tekw2AtNzlcRlIxlP970oD9vpJrQz/NnwVaL+eV4yvqwLLXCaegC/PFwY5DSC0MO1xrwxw2sTDmroQQXrGoEWYjfT48fRoltOm6GvS16/PmD3I7bRurONQDsNUT8sTfvgNrg8XLPi/6ZBz+/rvnwbxiqN2CZuP/3OwzvUo0WzaODGrtMKTAw2HMSSITSSHu10LM3q1Penv1eHW1MKKeuvhD9DMddx/VQkCM90D9duQCMVrhET2yPTXrmO0/D1Ajv8YlNl4F5vesDBXXO5d6tSoZdczRFSgNJI82TlL08bGoHnFea29fvxw7u26jIFKrE6XM0PDKHUrnCTNR+XPDCAw+M1JtLpuBcc1yqSgGnz689ZEefF9+mXZ3KUI75WjsLbo0K2l2Og4BDZVPxwtfIQ9ZSzQgrkjheluM7rs4p8fNIYHK/hjg0HUxfN8oB4lFJFN/G3T+4PR39YDNeHWdgHF/TCpnpgf/gDBYxXG7FQB4SNQ3rhphYx2t5rT91XMCqSPWKoX7TpNtML34ZPGTHCa0QfCi64Bo6Pr2G+VTYeX4enb9d/eua5xzGgwwjQ74g+wp6nGxp1P8Bk3QwpYHuW8hFs2k8LEfBLlta4U9G1pXa3ArBy6yBWbTtsHWfWb14mQRCOPu7ZdAiTNR/VnKmnWczvK+PIRB3HL5rXRssEIZ9XPONY3PjRk7tthnAUwNvKgdKed7QvTVAqO7wESyUv8irzotiPyfzOvn5dPE2X1lPmaZdK5OFn9VEcHnupTXplCqt2D8nu76SFFIjF5YS3oVuAsXF5KaYRCllakKZ8vnjdOkPYCqcp64Rsb13TAUJfM18p1Hw/WnW+FB+TtCPpXWkLx2SvzT/+ZLXhoJEsr9nXAcy+oh8ERoiyevR3UrOwvH/j8H6s38kc1gzBFekLviVgdZ9fS3599NRv6z5EHq6ua0HCcskz17dRkXcZrwMOcxJ9RCNfut9BAcHVcnhy6UB+YDqlKViDMraNUX+UBOH4XWJ4axfrn3ke4v7ngdEqxqqmh6vtOU91guIVh2noeNLO9GHNyHWUJ+25DRTZoC3ptz1crQEsxfaVcsIVSAxXB6Sd2C9xa4AOAPC9O7bg0FgVLmq+FidJaAC0a/Zbzr0TgCkwpNVbpaDjZkKhHK10bgdSVgg7Jz++Z3tq+exFrIgfWqupAzRKab5AyyUzpEC1ETDRJ1nhAqtSxiNhyuVxSL/nP8D/+vOHjGMDFcbbWDjPHJEAEMW6SfNwjR5qLhobdilQGA/dcNFxeqJ3SFNQEHo4zs0byUp7cI16MAWB6tBYFev2mvHGDMHV02EH6N+Hfvpg1KjRcZwuX7UzvQyI7jVroNkvckDh5V+42bhA3MM1K22lgHJZx5UC6GVqpkXHks0UMDuNcKq8I6SA4vVF/6QXNJ8mFI44m69F0xPabJDEUzlAqyAm84nL7diemNoPXYeoqOQB3ttTMp4nPtIXKIrZqtPx/eQHfV6PewEmni81oIcn64mYjWG1MBtAorcKwtHLP/xoJSZqvjFI3SzzI0+FRX097TJLEAqT5WUmCO3CFlts8SHNUaVcSsbB7InCX9Fiq65wWqu2HY5D8JEIUm0EuOLBnbHQFIaiSw8pYNueLFN4LK1wz51AFZJrc1C6YT/Ni/tU1HbNexbTnGjm95pt29R+iKcXzeL5cYcibaMyQozZHnTcQ1Qp7SwRkIcrm0nr6rv4gVlez7PW9oj7B0l2H5k0nTis8vK+RxCEv/BjGj5byDm6/nafwV4wnJfBPC5K0xYeVfr9snHNcJzfW8YLn3pMvD1NzPOVikNEUlrUpyEPVd4/M84NVOLZ4WWo++kxXLmQ7Urb7tPStp/cuw2bDozFWgs/RntEq0T9s/OgMtJ9MTxcPd3PLQINzFAek7XQw5X6uMZzrcznhY6h2edUp/XaKbrfWPN5ecxwf/dtGcT1j+1J2BWWNdI1mK7Wz/qz9rWi9GlQgi+kZz8rWsjvLLNPcA3M4LcE9xQDqEIEqS/dhh+gp6w9XKmi2tOJbYHBhZGFCgW72zccdL4A1+w8gns2H4ICcOu6/dZ+U84hQdguF2G/QBpBGI+GNvVEI6DGi9e6HPxFocVW/SDr+D2muGPbbXPHhoPRsfqY7//Dq7FwXk+cHpW1Gtnoule0iU9DsQ+zRTYVPfAK6W7kPG27DD2lkuEuzymyGqEzL57GFASqRhRnh2uCvNGmVyoNrzB/yTdY4yBPNA6CtBiu+hj6m9+jntjDNauQCr2lktXYNL2vY49N8EZQttidFnuVh0SI7Y+uTa0RoOZrzyx6hszz2e/W/ef7+Ehuovwpf/KpXdRwVjCnVtDoIffkJm91pfhgkxnsn64Zt4VGBO1BpPCnMj66XNC9bNUO7B2eTDSg8uqSIAhzCXdbaLzWyJxRlAd1lkuzrkUqzHamo6MlCIDpQEIzkKj6mWKWbqsDOlwAp1zyUG+EDidGG93RP7JFJXJEKnse6pGXrBGqLQj7DyYp/ajo/34QJM9QYZ+lr6dkbKMyekDsKECCsq23Fm1e8pXR7XidnDhPyq9kXjfez+BODIAZI9KwEbofTQ5h9SBAI2XWHcEFtvDctBloGf21OC33diiz3hF8oTIuTNo+rgqmd6YrdIFrujjl51rI21kOo18V9l+ecdx8vOpZx7LtSd2D8jWuswJ2D03iN2v3Rd7T5IzDnzHdL7YtNEIKBEHqmkH3bRmM7XIdYvdpKe2v/OZJDEbP4JpdwzovP4jbQF68nkZcpMS90Taaz46xbkkT3TP+1E9E7TkSmwfHtfMiXwgtUCoWUUNJLSleKrbN9ti1j7138yHjb+7lbc/s5CEFoJJpa33CXPvJviQiuKZA8TaSq/uZI3Tk8pz2nmoECr1sNTi61rbrOH+ZpLojQ0/BVwCLwWE+IMbCUErhn3/2oJWO+dDSiI1dLsKOzcMDdAPhNL37twxq0YqNPvEpE1yUo0pN4utLPndTfB34R6gI/OEIVHhd7IYEAExUG/EL1iaeChO/dNzH2eeUPS9+iNION13kNb1lD2lhPJ1hIpTC1oNjGBgcD/c5HlzjYxKpxvYDXmsE2HxgFBPRyJIL+kgaMVyZ0KinxyCukwDw7vPvM6eTWHXZfsnpETIVCdeR7VYdUKyO2/fYBdlUsoL0uzxcubhOz1jWvU/7KNJKrWH+uv4pFT7vNcvDtccKy2GEKjE+SaxcgLEKZqD48eY7gtsRT+NgH2P9e/iz5gdY0Fc2nm16HundFYcsCPR+atRz+i0vANs+iikbllnb8pmrHsfgWA0umvieC4Iwi6FBXJudhydTPVyrjXzv157yrGuKCoIgNAVv21FIK76P2rB3bwrb49Q+c8Vw7Sl5qPsBi+VqOkUQ8crhbBuFmiqV3ItmNQLTU5XbniyT6a1rzwjzgzC+Jj8eMJ2nuPhnexvaPa40UTIvFIFltfaoJZGK9Q0CZiN3DHHFiIySi9vuJS9cXLLWCAwHDpc5gTKFcLtPyMWmsIyJbOMbnuYIFfc9YHop2mtoUBzOXUPmuhRQ7NqklIPuScPqm7oWpEpDWb/b3o9UJlvrIfvt0AOP7x6ObIpiuDrOC/tMaYtmhQfXfZWI3Uus3DoYlzM3pIDuzKLaCDC/rwwohXd+7974GC4cu0KA2FmQVkP30l6LSPfl8tHezKZGQ/pCpc51BubhGuiQAhSm07VAFl3jhp/usQsgs59pawBmSAHl1O/ovHKK/kRpS0gBB0HKAxfWUfaiV1p0Wrt7GLuGJozj637ABE3lrAxmiqb4atoUvdQiL71F83rCFcWZeEJppU1Vp42mpyW9xMyp10Tojab/phiulMaCvjIufmDAyEwLPuFPP9C7VVwO80Vu5130Af7Aj1fhvs2DUdrmS40+AiUPGK024mNsyD2dvwTSRnl4GUvRiLBrinnaOURvWU/dtnNyTaFWCvjmrRvx8wcGwjxz8tJxcswjN+4fxVvOvQsv+/zNqefWo3i3xkeNqcN6s/ZwJAwPV+sB+vuLVuryIBoRhBcv/sanBoQ/o5ctux5KhY0LO24ox11y3WgjSPDT+02Pyw/+eFViuntaYHNTMNU/A6VQtRbNqvtBYkTWDvKdVv35qHosZBrPm0ps58fq8Vd9bcmmBX1lQwgOp0QB7/zevaBpFvz6hI2rZKM5Ibgy++IBChJv2fuoHDXME6PfKr+hIQjC7Iamii5Z0IsjkzVjOwDsHZ5M9XB9fNcw/uB3lk6LnYIgCDMVLuSRwOrFThIK5/zmSeN4alqVvaRDQbkULhJU8jycff26WIxzLTrT8FXUrwm3cY84EqPs8HQJAS+1TOE+cnCym+G+Uka7kzttUJuZt11t8ctuXqZ16Xhfj0JjuY8zPVeT+WmnHh6rEkjGcI3PoX9RmfxoZfs6c4Jy9Yro2mu7zb6RXjsjPNcemDScmqwLnxQXFbvGZn+JrsfDA0P4/h1brLLp8AtpwqL2cA0SjiHFPVy5PSquHxyKN2zbYIdm4KJ5KOYHTs9YmumYWOSJ95v9IPW+2yEZsuBxVcNzgKodooL17cOwcnqGIomHpv3hPx7aLrTLPKYoVIc5rkWk+SzzQOkwAVwApePIdrKtljZoEWH347mzlD3LlYfIU8oK0UJaUXTdSg7dkEiLgd1uZp/gGntw2R8V8wWromMUFNbvHcGOw6bgykeWlEJcG2p2SAFlTkd23RN6QfP8X/jURe7RlIzar2B6HpIgbAs+Nzy2F0/uG4mmIJsfSR5/cn5vGZM1nz3gyZel6VGn4hdVwjsXyZEPbpOLvcMV7IyE7rDCJ8u7aF5PuPhSyrVRyhx9pYYKR7+UPescPS3e5orVO52iF+HrL65lT3KjAjBWaWDhvB6kL9RlvQgcNvFR4DRoJUmeB3/J8Bec/YxQgP48L2HdEAS+ccsGDE/UHVME9E/+AcldNAvGlcDuI5O44sGduOWJ/cZVtVfgpPJQme7ceBDjVdMTOO2DR966vEFCzwKN6vI0kjFckfk3wYOyJ559uJ9/CiMQ/qHFTj6YEgquPakNijD98D8+Su8rHXYACBdKsz+I3BylgIcHhsKYsTCvf2859KYIbfOM86cSk1gQhJnPk/tG8cKnLsLCeT2YrIXC6uevWRt1+IGhiXqqF+t4zceS+b25eXz6L1/SlE3bDo1jp9WuE4Rmkc+XMF1wpxXumQa4hRHaTSEFnrV0fryvJ1p4tuQBRyZqqZ6EnhdOhbdFJQ9hm7XuRyujMwNcThPpodksD1err9MIlNHu5NfAgxartABqX4NiD6g9SSLrPC6QJT1qdVk9mIv7pnk6KtYR8hA6ndT9UOgjQdXVPQkChbIRCsH0ZLZDf/UyW1/01EVG/yvZT2H9dWuGYikKMxHbEfWFXIOmvK/hmomqYIZk5JfTt8qXBU82DN2mEl6HgTJDtxENqsMsLT64UPdDvWfD/tFE2XyH4BowR7SsRbNIjAwdYJI3mNsZSwrsWh4ZN52GArZolh6MMJ8nVx724AGfIl/0+6YdhsITXvnMY3HCMe5FTPn0fO6pHw+suPSCaFuaeE3YoQF5UrYTme2ElHafSJfRDkkKG1ldcIn7nWD2Ca5Kx30xML8XgNIervxlbqIrTJqHK8Bfeu5FecgTjL/8KCaOSwQO03JYYx1Pgqsd6/J/7t+OuzceSoiJcQzXaFt/bxmTdT/++8l9owiUwkStEdsZClumMXF5uO0KxihXEY7p78HIZCNKM3x5Do7VwociSoIEV5cYTPnymKqBAtbtGcFvHt8bH0MvZR1cWb94+DRvzid/9VjqiyhLkHR5uAZKYbzawKJ56Qt+mC9eFX2kzGN6C0yrrPtBYgoEvx966j/iUWd+Ln2s7KnmNn70nFXqPsZrDeNFzsvDRdBAKfSUSvFAhwsSm8PkPDw8MIRPXvkYzr5+nW7ksFFvsLTDRpJOi9eXkpcx+hxt/vKN6+N6F9bn6GPKhAJXDFe+8F6QUbaSZ35M+fXh14vvJ69W7lEdto/0YEq9oUIP15L5cbE/5ubHWUUhRHQD+N3n3xePCMaDSNxOhO8ISo8/k73lEurRAnz86rhEZEEQ5hbvOv9ePO+Ehegtl8K4140AP7t/ABNVH0sX9uG8FZswUqk7z52sNbAg49tI/Oubng+g+ADONY/uxievfKx4IQRBELqK7scESrezw22u/o8WUgKl8MYXnID3ve5ZAKIYrlGbvu4nRSOi5HlxLFHedvW8aOaSn5xu7fJkTHsrK7Kdta21/eEMPHtxG/pJwo3PBCvXmhxUXrI7rZy8bGmfEeo3kx0kiNLPRmCKscU8XFUsolOZ6pFnZNmxFgvhWx6uRyZqzgWy6VTycH3FM47Fa55zHKCSfQptk1Vm6La6LbiSMD5pCa5GXyxO06xDlD6Vh98/X5nly0LFtiF2Yks4+kRajV3W/3PJw0b/SLF+Dy0OVi55+NzVa420ALd3I5370MDhcNGsNGeeSBxsJqQA9X8DpTA4bk6fp5CZgF6bg3tb208hlZPCdvAYrlTG4iEFdJpAuCDVq561JPVYHr6OQgqQ4Gr3L6H082l7uNrm5fXj+a3oKZmxoe1zeT3gHq5KAX/xrbvItOgadV5xnXWCq5/ycgkrAHuBRJVQIXyRpD0wQPQARL+7Y7iSW797KjTtIzFJxxmxbz6Pl+r4uAI4MqE7LaTe8ynjSgF95VLsWcLzsANHL+gjD9fwmFue2I9AAcuvX2+8pBWrhFT5ko+2OTJp2u2+tovm9cSdsHBkCrhl3f7Ym1EphYXzejBW9Y0Xi5mnMkIKBEphxZP7cemqHc48qRwUSD7rXW+PxPLf7fu0ZucRfO/2zc64wEoBY5HgGtaRZKb8FBLHbNuKrJRLjRN+qL1oFtltT3Ogj7tCcvqJbSuVsREoTNb8xMvYjoUalkvFsabS3vEqso3SM8NMhNCotxkLKjm6xQfCekqlzIEAD8DIZN1ZU81VE5MLt5x760Zjv6ts5C3A9E4AwGWrduK/blwPI1QHkvWN6k0sYEeNtjP+/IUshmvJeFbNkc9oukVg7ref1XnWolmp5VJmPeiN3jl2veXTjQRBmHv4gUKlHmBxfy/6yh5qfoCxaHbBRN3HcQv6AAAvOekY5/njVR8L+srOfTZLFvRhaMIt3NocO783d3qaIGRhCwSC0En4TL1AhaufZ3mi0aaespdo3/ZE72ISVFOn2gOxIGvnEcZ/DRIxYhvkscFtSWvmUb+XickcO6QAF05oZmoQ8NlZympjhsSCa4owkhBqUyVi08M1jpkZtft5H6/kmV6taToCteEV9IJC4YK8OkSZ60zbu3KiZgmeVlloIW0uKAfWT22U/kGXJl7NvmSHFAg1EvJwtcP/cQGP14PY6Yu8FwPz3oULPBf1cNX3g5y+bEiEddVFe1FhKh7FcHV5gCsF+Crp5UzNir/5/v3h+SntDLqGNHiSViY6JtymBcsjE5bgyjQcCimQ5+FK583vKydiuGadkwYdnubNDdghBbQjlD1L16gr0SUmodPOj0j042MnMmX8BPTzQOnY3rFKhQ56Dw4MGQ5RiUfFocd0glkluNoPO4dP5w2PNadtuEUBLz42dom3jrNFOZdQEdtGoooKY+64XhouwYWz/Pp18e9OD1cVrvhYbQTxAjdE3Te98+b1mB6uJOY0fL2aZChKUyVkXw2VrPhpIQXS6Cl5GJ6sxxWdXgb0wlQAFs7rwWilroUmi0CFDxV3x681zDib9j0JVCQsKvf0AyKrHHxVRgDYfGAMVz+yOyH6AeF1G6tSSIH8BzcI3E2BNHu4N2+gEE0jyvZwVXQPLUGeRtYyR72UXpjLj0Y9uZAb/mSHM/t76GOZnjoAGHXBTohWVVV6U2yzMcDAfg9jjOZ9IMznMVBhXCtXjBqOIcjCXTYF86NNdtb8AAODE/FATPwsIvzYUoiHcOECLr6GaZy0uB+1RoCF83ri+Lj8ejx1cTjlg4ve9NMPtLhP8Jg3ZIcuF3vPQBkDRGFIgfBdYTSGlXi4CsJchgahF8/vRV9P6OE6VokE12oDxy3ow6ufvQRLF/Y5z5+oNQoLrscv7DNmFGQxUSsu5AqCi1ojKBTKSRDaATmBkFMCb7M6Bddooyv+YDkKB+B54Ts6jhVq6xWeBz8I0GsJrh7CNmsoxlpOIS4P15Q+A8360rvN/qof2CEFdBu1FDnG+NFxn3jri1D3rcWSlC5vWB6nGY5QBO7jKIxXPL2+ZHq40joZQHiNis7oNMKBRbPnwoWsS/F+G3u2Iu9rvPVlT2XxfcNtelEi7QGpy5umNahY2PZZffJZ3QsiXYAEX+50Qn0XssOcWehhrKpnQIaxUk0P1+IxXMMykQerQlJEp9nIrv6r7ShDF6DhR2uSREk9/4SFulwsTbNfo+tz3VepfUTuUZnR/Yz2a02BwkFWG0HC0SqenVtCPJiRNShT9sL1NZ5+7HwWS7f5Thnva1MarjsXe3EbAmj4e+zhypwUw5/utFzYtscLcNmGwoxpHC7elXxnjdd8jFYaCa9ufoxrgbZOMKtaGnSteCwGwh71oAcp/KglPVzNY/XDmFg0y6jsydFwLjbRMQCcLwWl2EPnKJ9S5guX1Ht7tKKvXIo/tGYWyogJ2dsTHkeH+EolRmL4SFD4AlKxdyRfjThcNIM/YElR0qa3XMLIZD22yZ5+AAWctLgf37p1o+FNx0l6uJIIq6uuZ/0k8YsaNzzZj1z6MA6Pu1fBO/XlJ8Xl4bEwgfBahh5+rthGkcgeTdlJe0nxMpEYbJfVxf+55GGdDsxFrACz0cYD8CuYHwQa5VMqWiwtQ3T1lQK8MO3Jmm8KudZPSodG51xxdvl1sBt9xIb9o1iz80g8aqoUC9it9LbYRvZclGMxMr1MdvwhLbgGOPeWDdh5eAJ7hycTttet5yCtbDwoO8/HGAxSesrMq86+VQ8+KO2BoD/Ioad23Q8wv7dsxjKOnoM3v+REvO91z0YYKsSPxZHwHgcJb+PE1Bl2H81VPs1r3Re9SwDTw0Ahux4JgjC7oTbJ4v7eeIBqtBp6oU7WfSye3xuuuJvCRM3Hwr78kAJAOCvmf+7bjkd3Hsk9dqzaKJyuILgQwVWYTihGIwlXoahhOjNwaAtfYRtsWz1yvqj7bg8+IOx3NYJwarsZUsADOYhRCDyi4XAKSWvleVEnK80hJ4zhykMKwDiO2rx+oNBTLoUet5aHJZC/+FKR/lTJI69M5uFK14AWqfZ1PyFNpLFR8T8tCIZT0bVz0NaD44nzQg9Xlg7L6imL+hIzC+OYlSRosRPs4nJvPnLs0GX2EotmAUjxcDXFNX45PA94Ys9IvICxLZa71sRII+pyRv1o/bd9DNcDOOYaF3rAgPQfKtPrnrvUPC6a+emabRmWKUh15uHb88L0GaE0ouPrfpAIucAXzRo4PI5DY1X0RrMbXe8IL/JS/+zbXhrXAV+puB9ZFDqSBtPrvnuGsFIwQpDwvqK9RogZRsFti+t9kXWc4eFqOTlVG6aHuJ2S/e7h26djpsusamnoF19ytI9eohx6FvwgSKrmHkC3g19s54psTGG3b0nAXmrhAxEJfpFg4hLn0uAvRECPZhmjoIjEP/JwdSRID2Vf2YtHd6icJMBwATP+8FEZon+88nIRkr/IiMd3DSfsIE9cCn2gg0F7YTxNAMct7MVfvfJpUIH7A6mUjgvKy9bLGskuD1cSudhtBhAuOEYvFDs3+i4oJEdH+8oe6o0gIUTxc4vGSgmUKfJzu4uc6wfmRzrNw9UOKdCIp7eoxIeToxCK6R7CcBaTdT++yPolq+8HJUOexVnl0IJi+De/BpsPjOE/Ln80Hj1TSsUe3+TRaQd6J0IP1/R8PZixmagsdN9+dM82rN09jDs2HEycywdB6N65ysXjBfPnMhypVPEgEDUoQrvod/2OMa5nqRQtmlWO4jPr9E0RH7j20T1YvX0oTsdXSS+FZKNc30feniWPfe3hGr5zko26LIlbEITZDg28Lp7fEw9QjVYaOOGYeTg8XsPi+T2Y31tGT6lkDNJS+2G8CU/UBfN6sHNoEkMT7kFRzkQ0q0QQWqXq+yK4CtOGgm4j0zRuPWU2eTz13XpKXkLQoRiuNLsrTS/wEIpGPSwkFW2n9qAdbsCeVh8Zn5o+b7fywxTC/jd/xhIOO6wf3lv2UG+oxOA/kJz2bZPmTGDYyvox9kJD8TouQRBfa8/LX+QnzEsvnE3XtdaIprKXQu/J792xJXGeH+SXK8oBQOhsBZjORUS6h2vSQ9KOTUvOZLTwZTwDESSG6/N5PnZ4B5pFqdNNLmaWXsLwvtPs1NhhitdLlbKGD5IisRluMSls0t74HrF9/NxaI0itA7zP6faeNG0nyBRynOPwWMVrd49g4/5RrU2opN5BcZi5BtFKmDc6439f/BAA93pGAIWN8BKLUAOIYzXbAwVA8vmM803UW/Nv7vDI8wJMx7vdRyYTOpTtja3zUonjxMPVImAvQZeQYLzoFQWxLhLDVYsN7hiuUf5BchQxFiuVuY0qv7GdCRiuj4FSZiXP8nCtxUJmarHwzOMWGB9OEtm4XeH0dibigEQUlZhKzUc0uF0KwDu+e0+yPNExJD7zYNDXrdljfZjd09wDhYRnH2CObLgypgZEyQoUnzAQ2qbYDV6phCdyX08JNT+qU1Z64Uc2slGFHczLrBizZgMiVKkOjFSNVSF5qnuOTGLt7qSIDaVjsf75N++AUmbdNlaQV+YHoRat1Egfs7RRO8UaI/VAWR6u5nUhATUsF1COwz9kPG+GF7D+rVzyMFn3Wewa06ZESAF2QG8c4yq9XtjTpAKjbnpxwHj7g1YzVt9W6Q1P5l1ujgJ77Lkyj/OoRROXUwupQdRYafgK8/t6jJFdZeQR1shqw49FDmok8ecbYM8gC6cChGL3zsOTvJTRSqHh3xQ3WiWuj8KvH9ntviCCIMx6qE00v7dshBR4+rH92D9SweL+XvT3lnH8oj4MjlcxUqljy8ExvO7LKwAUXzQLABbNK2P/cAXjUYzYLGp+gL6e6WgmC3OVaj1AnwiuwjRBfcOwPRs6NNAbzOlwEv10hRSgQXDPMxdfsvsn5AHbY3kGep4W+0qeZyx62GBt5VzPLw+4/rG9Tg80aofOM2K46vYtHcNtJaHNPl4LUWmevHbfPLkYkgft7WkLuZR+3ddtcM/zMmNZ8nLqRj3iMA+N6Lp7sPsRIfuGJzM9d2PtIUq6h8VwtXHNqI3Tge73AdEiw5bziVIK1XoQ72cpmWlb/WaOHSvVXhQsmbZmZLIR9cO1gJ2YuaxodmfyWUkummXapc0wDaBFs7iZATu/Ug8SuhAvXxa2LhSXAbqu2ZqSdkbSgwM9pZLhzMfhDm1kD3moe3DXlTQ8D8ZCXq54yX/2jTtQ8viAha6f9C3V9Vb3V3tKJZy0uD8R6z+r3gJJ8ZZf8h4Ww3Xj/jFcdM+21LS4IJ1wHEJz16lVZlVLg7zDAGDjvlFDrIL9YEILh+Eqdea0YDNdc8QhDTvANdlEP1X0lPNpBRz+EkibPsI9bJ0xXKHi6b12Hlz8/fRfvgSvf97xxmgdXzGdHhZyPaf848V3FOKXr11Wun5ZMTMBHf+m2ghw16aDjvi3pu3OEV5lNhToHDOkgPkRIm89isvBX3QAUPP9+DieRkIUZef0lMKpLgG/iWQ7yy/t9WvE94xehg8ODOGaR7VYxa/H927fjA3RivH29aARpi0Hx+NRVR3KQh+nAKPe+0EQe1cGCpkxZ7iobsRwta6lgr6OSunRe9eAgi4n4ptlfuSixqenvbH5Ptu7uCkP1+gDYXj8BnoRMc8Lp76+7RUnJc6tGiEF3Hqr58GIg2V4uDJvd90IjBp0MNMj8zwwD9dAhxSgY23xmOIB0TOrY7BaDa+Ur8pDA0OGwE8NjniAI/JsgzJHApUC7t8y6ExTEITZT72h8MlTXwzP8+KBl4m6jxMX9+NTv3oci/tDD9enLJqHAyNVvPKLt2C82oinGR4YrWJhQQ/XhX092Ds8iW/esjH/4BSGUkIGCYJNKNrPqm6Q0CaCIMDnP/95vOc978GyZcswMDDQ+TxJGImcOrgQ5Goz0zYK1cUhD1cSWtJjuIaOPLz9GO3RcVEB/NV59+B9r3t2aCdz1IkFj5QylTwPtz95IGFzeI6KQ2LZ+7kYw221RSXar8vntoR3zWnNBru9ywVM6r/SNXB51Xoo5uFKdnLb60EQeyCHHq9+4pzbNxxMCJImZpl5DNdwuz4yz6kx7A9SP9H0cKV7QU5WJdY/40ItP5b2c/wgMK65SzNJC33x5RvXh2Eu4oWXo9iz4HmH/azzb096C/N87D4oOX7pK6GdhUhj4OIiL+Nk3U8VVrP0IhujvkdZ0XPpKgffymeu2oJ1Ker7cp2EHO3u3Hgw8d6wL7+ZtukA5WL3kUkMjteMAZm0wRmuF5RLHv7oBcfj9599nPMY/rcrb973JXod7tNGaAm23TVopfNUTnG53cyqloYf6NGim5/YjwMjenGFULgwBTwSExuBMl6aPDRBdLSeTuAnKydViCMTdacKzmMvUvBwurnmQjTsQY5+fO/2zeAHcBGzx+HhGqhwJbhaIzDERLIVCGOqeNAjD9rNXHsJcqXfWHEeWqy2haY4NEEcqkELbWlQea5/bG/8MLpeuLFgbW8PeHxOnXdvRiOZzrFfIJS8vRIkEb94wGK4RvtoNDkIkg2PQDFRLeVS8PdHYF1z2z4AuGTljtQRb/7CsdPRXrqukAJ6IEAplRpzhryNS1GDbrLmJ1bL5I0m/Tuiae/p18FuxNniHfcy5vYp6MEAOy0gbIhQDFellEOs9hJT7P2APH5DAXuy5uN1v7MUNjy0Br93ZurmlAXzRW8K1MZCblYjIBZio/dOOWoY9feWnDFctV1hzOX4mVVh+fLCVNDew+M1jHKvMqWMZ7I3CqmhDJt13oIgzEwmaz6ufGhXy+fXfD+eykgerrVGgEWR1yrFcH3eUxbitO/dCwAYrTRwTLR/AVs9N4+F83owUmlg26FxTKZ8p4m0187vL781dTqcIHAqdT+xkKRwdHDbbbehVqvh8ssvxyc+8Ql85Stf6XiegYIRUoDHcHUfHwlkjriVtJApeZtleX42AoWesrVolpf0mFzcH76zG4HCDdFivdzr0OZdv/8MeB7iwTUgedxEzcfi/t5EmVx9IA/cKQHG/mxh0h3D1T7Di/4LZzFG6cZevvo4vTht+tTqOE0mSoZ9mEh/8FXs1BF6vLo/WFkhBbQTUUhvfL+iflLOTEI7nVhItgXX6PdqHMOVp5PUIOJ0rSvcsGK4BoGKRWJKN628JEhTP4c8ne1+jgcPK5jAr9N2C20AhQ1I5qmg4KvIJqPO6b5Pte4nFlMnmlmcig69d/Oh2Nu5HiRDC+oBAL2tJ/LmCUMReonjqS9L9kwyZ0TbEemkxf3m+SVdl+xBi7RHjvctae2SN7/kRHBHIsB8F/SUk4NGabO0+bOuB6TomWRpOuqSa3CHyuMa5FHKdLrsJLNKcL1vy2BcOWwxoVQy1WsSpsKPWmAcq4Uc/VKla22PWND0AwD4t0sednq4lqJjSKhU0B8oW1Czv1lfv3kDs1m5PVx9M5G+nhKqUewPl9hx/WN7cPprnpkYEfSjj4wCDw/AXsuKC7DWollsCgblmbW6O1Vevqq6DgYdZ8fSdz94CnoxIZ53b1y25EeHRK0dhyeMfOgniVL2pYvvrOM+9VA8XKWwatthwxuQVu3LEp7KxsfA9Com7PK7kgsiIdL+gOrVJ/VxJLoR9SBAuaSF97SPhVJ6hcJGFMO1xK43lQHRfn5v4tHJjIYAZ7RiTh31PO3daXpAq3gQhTBi15Z0w6jaCPDzBwac5bJj7vCP20TNN4L7E/bica6SxUJq9LcZ5ygcBKEy8OPsQRN6R3hkXyl8zn7vWUvwghMXsYXq7OsTlptspXpC7yMb26uiak13UtH/aD8tlkO26XSyY/YKgtBdBg6P4//75ZqWz681VOwFSJ7utYaeZndM5OH6Ry94Cs76q5cCAIYmaliysDdzMNbFIhZ64MBoJfPYcFaB5+wQj+eItYIAhELRkgW9+QcKc46HHnoIJ598MgDgVa96FdauXdvxPFXkyABoL0u7o8//5mKj3VzvKZViD7nQ6SM6x8oz9HBNTu32oAULxRukMNvW5PvnbEdG/7jAY7dnJ2sNHDufC67mT54yhd/iApcdUsD+nUgKrsltXmQw70vYIQU4SqlUsY3ne3CsEpVb93PJwaNUghFSIOHRmKH0aOEq/Nljx3DNMC2xT+l+ie0YSP0EO4ZruC8ZGjG2zzKdhH3CV6bQWS55qeWt1MM1RmhtGupr2PUpTZ82F80y9/mO+k/9cAotZzhFsSbFZN1PFd2zNBDKI04zMmpLtHiaUog9oDlx/NwUb1O7+CXPi59vem7Hq43UPjh/Fnk+4WCBTr2nlC64AvodQSEAP/7WFyWOibUwUBxqc39PqRRfl9975rG6TKzO8DWUADukQFLC5At3GYJvFOvW3h6mOT192FkluF79yG6Uo0rQsERUGhmLURRvMxnD1RaaeEWzHyCKfUK4YrhSTMZYUFXkSaiP8wOFezcfcgptXOTlv5Pgyu3dNjiBC+/aGi+a5WLJgl4cv2iefvHHAa+11xqPoxPENlFlJAHHWjTLGvXzA4Xesj1NRdvOR9G4UOOaQqOUu9IrFY2MMHv5teGXgB5MEv5+fO82TNR8NpIa/oxXcmf5hKO4eqQnYHZzAqVwYLSCQ2Pauzp8qdC0cfeDa8dWVex3nradlw1dJ1uA1qNN+uUUjt7pNOilTOd/6srHnLYCUXDy6P5xT6O4rkQ/G0FgjDzRvUp7f9FHji7HJywhoBSNqoXxR5PlpvxLnim+hiEfFADPiD9F0ACIb3m602i053mYqDWcq20bnt5I1onY9hLYfTHL9MvIw4xG7ym4t/YcMO9bmIZe4fOFJy7CM49bYDwH9jSf0MPVj9Oh2ES8SiYClKcUhkRzsiWMYUyNMV62/KlMgiB0j8GxWuxt2gp1P4i/t71lL37PvDqaGnbi4n783rOWAACeedx8AMDQRB1L5vehxs4twlMX98ceGPuGswVXAJjXU04MFgEoFANWEI5M1HHcgr5umyF0gbGxMSxatCj+u1wuo9Ho7HsjnBLtxTPNuLNPbIflnAGEYoHtHdYbrSuRDClg92FDZwuXZ6EtWHCx0EgA6e3exDRi6/fxmo9j5+vvj+2p5kr3vX/wLPzO8QuM9HjIBJfoZvYFo3xSxGzucEL6YNrMyzwP15IHfOmG9YazBKUf2vr/s/fmcZcdZZ34t+qcu7z7+/a+d6e70529k84ekhAggRB2BFk0CIIIjqOOiA4oEZERlEGcGZ3R3+jIjIogOOoMIygogogChjVAAgmQfe30/i733nPO74+qp+p5qurc93antzd9n3w6973nnlPbqVOn6lvf5/sYEJHmzxHgmiUqExi1AQHkqTV03TXmfL82BmKQl9Zs9C4NGa51noVhm/F+CKQYrqoWMN1zeAHTIw0RNAvMazCsS2iyf8traD2bMiLecLYuX8fPdYvaNc6RabjG5/YSGq70SPLquPtV8SBv5pBZL1fCA9LgHu4SYeF8jPcF/vdiwdz4Jk2ou8z7G93PXGsrVeJLxHVVNywb9ccT9ypVn2bi2eEeK7zfkhxWmIbHAPrV9tjYkgJczU1TLkCR1BJR0UBf2gGwKCSbL3xIeGcJdUlDV4qU2wJ1KA5RkJAxXdktSnz2zscidwrA7w7SjgdZIzODDS/TAeu6Qfqk/ZB5/nKhepsdHck8DV07vOyAdGmg87587148832fQa80kS95w9P5zYT+LNeFCY30JkMj0MkDfXYCkvFdDJl3VXkZglRedVII/PqQBU0PZFnJCJ70m7vfNbejTl8mlMGQdZffQ7F5ca7tIlxrld9nwAp0aw+IfvwbDyXLSmAdTdSEhitkXylKXwPf7vEgz+togmalRzfDcFVuc4C3BXfnp8GbjGQ2APO8p/KvEArFW/a0daUghmt4H7iWMQfLw3qZNor7lgDbYdroo197wPwGmZ6btNkNG//ylRMmzjin9lnoFa4NqkrWlUDzsG70Ndz1rCq5GUPMtvCZyXQ8IRra0IZ26thjhxawcqJ1VJFrAatzySQFiOF63c6VuHbHSqwYa+Gm89cCAC7evAyXbVmGRw+aPOe7ZdJroM5Gmhn+5a3PwB/8yCV4fAAt1nZDSy1/a4eGgOvQBrDHD3ewbGwIuJ6ONj4+jsOHD7vvZVkiz49+Y2oQow13csMFEkFwEky9pKRAoOHKyRYiPcaA46aUd1F3x+ynZLjS+pqv5fyPIS7D54OZUphd6GFqNGa4piTNaAq9e9MMzl0/JdqA1lDcWzKsJ7d6SYGAENGH4WrIRf3fm0op7J/ruvU+kW9kMGPPcA0DPvdluLo1qUnLBSWCWlymh6/LIYlE4bW01ifChvdGVYJsZcoi0+VmMAG+1o2ZyXVA3mMHO5gZa4q1dLg+ApCUBgDioFmiXEWZ6KcmbfIY5U1SVsBdjxwC0F+ntV/cEARlD2OmVDbtOAgWe7is0TqVsCXA30MTv8QHzwMk4zy08JnnwC1vI61iyQhu9PzS86Qc352R66DE8xV6pudae/zGHqt7vqvE2jrcMBppZJLhyn5rMoyAG3lpDip79URsSQGuWaaQac0YYP43t6Nlze2QoHIarg6wKvlVHCxJ71jIHZ3gN7CHofLn12l6pnb15juelcaf7Uamo8HOp+MH9joL60QgNWc+cnF0rm9ByTbY6EbF6BYl7t07azR1g4eXBr0GsVL5PaIH27H52P2CBV0jMBxCDJo+UzsbLq1KBi1zgKD9dLRydo1CWu+Vp0ngewj2065THRgHxC/zFCQYTqjCc0LQmV/jRav9OSHASEGzyiqdv8uXBkA7KZztFL7fB32lF/SfTHl3kH5WN7YpELAd6LXCbgLQrrSWQbJGmpn9XgnWLbeUjALJVSilcLjTQ7uRQWuFt/3lbdg3axb8kumd1ho2L0IlxgAy5+pV+bGhdG0sn2Ex0ag8wzUMiJDqgwtMw7UCG4dQ4exbPu6Op2z5eBPf/bWbWDkgxi9itlUIJAUQPytDG9rQTh17/HAHG5eN4n/80/fw3z/z3SO+vtsrnWZ6M9NOuqTVyDDayNBiE9yVEy1sXz2ORw8uYMV4E4cXemgfRVCi5eMtoQtYZyHDlZgehxZ6+PNb78PDBxZnyQ7t9LW9h80if2inn+3evRuf+cxnAABf+cpXsGNH7BJ7rI3c3LkUUwhA1emXRpICmQVctXXdrplTa2UBp9B1GcrNLynp1LzckCACoE2Fs0BZR7JMG2bnJsZeCwk+4TqsCspBa5XFJQVkmfm6PnWOP1YPuFYwpJN+ppVhygN+ncjXGobVqRzYE4JEdcGJALZWto3kQEV7TwQwHiQjCWmeRJHKk9Yd5OEb6qGG3nR1eRYBo5VILa6uSiXBNMCAhMvGmk4esqzSUn11ADU/Hl7TK2tAPLumjNbnVYUH9s/jGWet6htc+ki04lMbDL0yfm6pmPw44SyEbfDfCciktd77XrYL12xfkfSiNWmlWe3h85LRg19j3KuW+n24wlRKYkJFJYl8WnHswmcmGdZyvBCAbYADjbVyscHP8SQOuIabBrTmPt62tABXpUQ0uYjhKvCHygEGFJ2cfo81XH2nD19qIXM2ejBLP5gRyFGhil5uoUs8t3mKLM7AnPPWT2K8lUegGe+ovpO7X0W6MUjjmavm4bI7eKWkWQugWPmD1G4NbfQce2VlQGGWJw22jczSx3npgo2blMv4b33y28Id0LEQA/BUMFwhrQJjuLL602enZpDkGkhcCoHnUVby0/xWuR3gOraf3D2rojKFf4d5mN/NAc7cLdm9fezQApNFQFQWLilQVp6FTHb92auwdeUYK6+JGDnXLQTTmX8ahqvv2xnTZEkZPSN1ppRyEwle//1zXXzuzj1iwkD36H9+7vv48j373LmkVSzStfnyl562rl30LMx1Cow0MjS0wh/9y9149KCRjYgkBZIVq5xWjWkLlg9jB1NfcS8Zl57/v5AUCFjh/H77LEx65OpLGwNcMoEVMyw2AGBmtBkwK2RwPQfUV/LFqJSqDb42tKEN7eTb44c72LJ8FI8f7uB/f/n+I74+ZrhW7thIM4veI6ONDIcXetBK4ap3/z1aR8BwJZsaaQwEuIYM14VegeVjBui9d+/sQCzZoZ2e9jufuhN7DncwPTLUcD0d7YYbbkCz2cTLX/5yvOtd78Jb3vKW454nRevmQEMIuEiwy86/snieRV5HJP3VL2hWt6xhuAZrxBSjLdRQ5GU2TMugjpwJq81ZF2/2wWjdHDblaahijykOOtP3xRiuBNSFp6UCAREglMI9aR7dz7taKxNwl7CGXEvMgHArWneGgX7qAEi6FvBtyjVcQzAyTEWUwX7W9blwCu/IUWwtQRbiLtx6hSFh0WHOvAbMmqsfwDzWzF0ckLJKEzoGkRQIr+FrZrFGhlkTZlr2fKpunnjuuC3GcOU3ISX1EbaP+J0d9l7UMXGNguLRWm/DzKjZBA9wLrKI1U59rJJ5/ujVZyTLNd7K8YrLNrk1NuVbtwdDz21mZVE4gzXPvPcy9Wk6NzSHY7G1ffgszYw2JNOZ/dbMtZfcEzhAeqw4HrakANfcPqwOfGANTze9KCv8tY2uSO7OpOHKQaLQqPNy931y/xDBeYK7UlQVmpkFmSofOMvfcwncyaPGnKQAPCB0yeZlDmhMlZcC72ilcONvfSb6ndqEyggAHGylTk9gNOBfgFwKgYOQ3p3ftlVRic7dK0q2m6GjcodBszjbt7Qg2YH5nhjEqsrkQRhpaoeO2lbu1CQAS1urTq8Ugbhce7HdRM6O/cN/+p7dAfEgX6hpoxDnx03oMtWcFwX/Ck7kYC/9RIvSsgR+4+O3CzYlPw/wOk6lobgK6j0ArJ0aweVnLAe5/CtlQNn5jpcUCBnaPGgWBXnqx6Al5m3d2KaUZ4Dy/vPVe/fhoQPzAgCkfvLF7z/OU4jcFuj88HimlGWnmzxnOwVauXa7/rQRIgDXGsSV0kgB6R/613vdMQNKM0Af8j47sXjbBrRZ7Pu2OffwQi9gAJtxbqFXmpcz0juqdSzqmUTgEF5VknkI7x3dr6ENbWinpu2d7aDVyPBf/+EujLeOHPzs9Eo0c/OMjzZzHF7oYaFXoplrtAOGKwBsWj6K2U5PLLqO1KZGGtg3IMN1nkm+LHRLrBhv4fBCD51emZQbGNrQAODbDx/EvY/PYjSh2z60J79prfGOd7wDH/zgB/GhD30I27ZtO+55EsOVM1ZDcIHPp9w5CSAyt3NgB170AbIouBY3peK86xiubt1Ax9gsMMxWMFwTCYbkoxAYNKBS3AY+2FgaAI3iZFTxOkMFZefp1mm4dgvJ2oxdsv3agu4vAev0O086ZOX1AyB5fXjeBsSVwG4cX0biFhX8uzglvxDWSf7O0mXHwyYjDxO+XuT9kv+W6mt5poREYyoob91yQ2ofS+OemKK5KyufV9Mexsu4fv7SK2OpAm4yaFb4my13TQK8nwr9Yi3bjzCqsD+4fIKDuU4zrPl4sHaqjZvOX5tcp//0M87EjeetEX2pcuUNxhP48lKclaqCeDaACq+9+oxIEjKqByMi1dVl+6pxeS9Z3Y0ESxUedt7Q/eQTjpUtKcBVa2V2T+z3cHengmE4/MSffMmx2QwIW6JgQbbCB5ij2xzE9TssbOAKWqxXlsht4CgDnnjwBWCofJBnjwWguW/vrANaQheBCmkNEU/jVrj9oYN20IjP4XlTdHpyi6fdK+qEYlCtKpFGVfm24eA0H5A6ReleJo1MRQutkCUZAkaOgSt202gXpLJ5y/LJDHy69BJMWadXJoN90b0l93XA3I+v37ffDv4+Xxl4rHK7JHVDc51cAT/fvKzZ96D8KeboL/3F191vXICb5DS4EUBOgCgFiPK6PnGhWg2N2U7hBjE3SWLtQ6eTC3woJRFazMz2RrtcITgastpzbVx0Htw/F79cExqupPHKm1ArP5HNbHqZHWMAYN7uhgn9InhGLzeaBKZeCq5cZYVQ7sJvLsjJAu1e891BwIOoP/mBL7M8fFt1eqUbG8rSMO15SRyb3R78P18xWrJh4BCn7Vz5vuFKyu5dPxH8oQ1taCfPvnrvPnz624+iKCv8zPVnoplrjB9F8KxuUblAC8vGmthzuGMkBXKN0QTD9QUXrse/u2GHGzePBvScbOdOr76ftRtaSL48fHAe566bxLcePIhOr+yrZTa009t6RYUH98+fEO22oQ0NsCQe7ddvQMzYE2sARjAI1wPk1Unnu2A4wdSTNFzTkgJ2fQe5vpLnmXlyKpAWpS8ryX7TCmGBCFDh5A3HmFUMKA3WGhy4S+mARpICibKlHnW6rl+gHg6ShkGHlLLBg8E9MiXBiKcdgkT95s8h1kHXKsTz7rBNUsBonYxFDLiydEKgUKyhZDpdy/Cl64uyEkHBtFJRXApuzUzbNYshYMW9JwbxiSyyGMOVzCFItIatKmQqDfI3Mt2XxVoUsYt/ndV5fta9fng3IWKQATbldRljuIL97tdrMoNww0AGo+NAaB82sQo1XKWkQAos9sxlzrav8Bdfvh9jrdzBtaGGa0hi4u3YCOSqfvE5ZwdyJN5Cb3VxvKq/D8fSlhTgSgxXstBtl6PUBisw4EivrEwgH3s6iSHDsvh4Y/M0yU2jCPLhVpaB8K+SuxAeEpHWtQ/xSCPDa//nvzqWBr1UtVIgwepX/+EXo7YgF1/Nyh0ORCErrrCdvbL5UPAxAmE4IO13g3yaBUuH2oe/iAjsASzDtWbX7N7HZ20+vM084Cz0YsrKabjun+uyskZN4stZVm6gTD24naI02rQc0FNehJzfy15ZGleQSmpvcgycXuxljHH6ugf91gHGvK5VlRz0B7Gf+uCX0WWuLwwrc0btQTuxW1eYCK10n3jQJ/PdPHPdooyA7sql6fVSib3ZD2/18GJ6dHv8cAcH5ntRP6CXD2cFfPH7j+Pp//HTURophmsz1w5A9fVTbmLWsBEM+S5fCigIWcOuXlU9w5WM3I60Um7zwm8E+cknNRIBpkrFkgLmd5k/YNi41LWLiiQ1/EV+h898fvCLhn37I1dtiepTVfwZVVGEScD0keGCdWhDO/Vsz+EFPLhvDoBhpq4cb2G8feTu07OdnmMBZnYBTZICP3bN1mizZmqkgXPXTbmFytGAnnmmcXB+8cBXnOG60Ctw42/9I7avGsdD++fRKYYM16HVW6coB5KtGNrQjpWVldWx1IzhGq7barz3ZruFCPpC5IRwUz6ceiplvNuisBdsXlmxeV5oym6qh2QF/7dCiwEfnJBgyhaDe1pJ8ooI0oQ0IYOvqVNgXaYVpi34pqzMVrjMSEkKUPv1i8rOcYdEM6KsTL24pIBgcrKLYlZxfb7hmjTnDNc+QH0iJeEtm2Ilh0QKsn7xPsIsF7qF9UL25eb9O9Oxpys3wXCtJMnJ5Rlc+Frr+i5dyeU1nBgkwGSYdRS/J5uWjbo8G5nqGzStW0r3+ND4eq2OAHZkDFcO8PpPkk/UiWc6LFa8YcAA8QHYM0p5j0f6Hj5qDvxVirWP96h2BKKywnzX4wsqqBsQY2i8GaMAdFpqBEekTLbJI4/Xe90eS1tSgKvWKhBGNp+/86k73U0nq+DBEXOTPcP1lb//eXcWAVAEvoTi0AoSXMuUAaCIdeoYrhYwvPfxWQE8uvIEJFViuI5YfTOug0kAiwGDgsGGPpXcCQgHTMA/aFR+w3rzTFJKo+cYrr4zuh1Penjhmaf02SulXk2nV7oHZtlY0+rmSgAPAN73iW+LdAAlyiVAJQZkve5/fhF//fWHRFl521H1D3d6GG/lKGiLLLCODQLCW5bkI7jlloJOjEnF8g11WJXtgHUvJz7GcVxWliG9u133HfAD1Ffu2Yde4ds/jGLvy+GBs51rJvDi3eujdCuYyhLgbyYPsrx0CddGNru7WgLKgfUDYwFgrxWfL8oqkAyhfl7h47c9hFwrzHcL85IVCVbCfYSslWdY6MqH0OkJVRxYtjrRCsJV1Zc/HRAsAlwTtZzt9GxdPMjdKyo8sG8eqyfbrn58LNCKWKT+hcvL4upi749nuNKYIDt1KkojAJxnI8K6tF1d/bOVAsvNxtDQhja0U806vRKHOx5wXDHexGgjqx2b6+zQQg/jLQ/U0mJIa4U1U+3aSToFL0iNo4PYzGhjUcC0mWv86PvNhvQhC9A2cw2tjbzA9x+bPaq8h/bkt15RRrJKQxva8bTKrjk1W2tGTMUkmAj8xsfvwJ9/6b7oXJrj1UkKkMtxFrpnJiyF/SnEQAwPfKw1MDki3w++3HGCRCzhkgKhmzQ3BzayRUidhuvTdq7CT1y3zecTpNkPyKU1WpODx2HeSLFmzfdeYfUpLUGI0lNKBXPmuAyLWTj3DkG1ZLlEGT0mkjoXANp5xs73+fSbLoTJ/O03H0aeaZc36aOS8aBZqXuRZ9rhEmbNrcQ6MFV2KmtKZpCMYxFcw5XW9LSOWTHewn940XkM4F6E4cqYpannjwfVCsvUj1ltyun/prQrVn4HuGqfT2qDI0w/CtrGAVcqE/XdZMkIf6K/+f1Mj128HBzn4H2B4rdUSN9LvkFTV5dwPSqwDfaDlAlFcnPmeNiSmm14DVcPvgDA3XsOs+Hf3xQCxUjDNWV0g5WCc7cm80FnGEqugD/657vxkx/4kilDCQc6Vqhw+0MH8cC+OcY0rFzJuBHIuXKiBQC4+tc/ZfJkDz8h76K87GHjICu9yFPncs0cAjQJyCwr3zYcOOM7q/Rb6AYdRiRc6JXItBm0bjhndQIgNGkR48W7yxjgmnYIeXsXZYVWrt1vZFL+QJZ1rlNgrJVHO0p0XpdpzfL0QnH4zIJwVDaoAHCldFG5XU6yX7zpbJG+ZNrGoB3VO9QhSpVfHjMHl403AyZqGvSjnfUKNCHxLzTF+uw3HziAhw7Mu/M0m+xQ/QEIbeSyqtDQSuwmpqyiN10fIzY2GZ1elhX+9psPIcsUFrqlcFdx1w7IcM00abhWyDNtNwzM8YbWODjv2S+8+iIoADtOshJAmp28fmbUM1wr/wzd9eghbF817tqGxv7SNhSBrvS7axPWV+jvhV5hNVytpECAR9NG0WKYCx8nTPpsXAgmsEMN16EN7dSzTlFhlgWg3LBsFFoDt/zVN44onUPzPUy0vRTBoI97O8/w0os34DVP2XJE+ZGNtXIcYuX/q6/EAb/2HO64+QR90iZgpyjxjo9+86jyHtqT3xrZ0UlsDG1oR2u0ZuOb8yGYmQZc+VJduQ8FPwflLDhuSimrQyrTLYoKhxfknDi5fa7qtV61Ulg90cY2G2wXkPPN0GsOsDJxWmpzuuCwoPmvcvNsege4oFmoItYelUkBjjBRVXCBcVlVovcX/U7pc01nIkaI+kfXm89eUXqGayXrFDKC6fvMaKPvWslZ4iSTPF+L1L+Yw19S5/J695MU6J8yrKSAOc7ZjIC9Hw7Mi69t2DUZYRVQ8Tq2TiYiXGNzI8kHfj6ZK6NtT74+M+vZ+g3jXuHJdanNhV7A5uTmmNU1t42v71zgcAZWKvYbYVUpZnLYXiErlH/1fTYu1M/fuBOXbplxwGjMlvbPOr+a15NwpFiHVrln0zy3/npOQOKfQFpPmVdX4q1+zA291ocargnTSgk6dEgPDt19y9ICsJVk4oVpEk071MkpLLogNBwrYMPMCL5ko6KTjumf/MvdzK3XBxnyYJTMd8ECHztWTwCAi6ZLTEtC/AHghReui+pMD6BH/9N1o3YAfBsQGE3IPu2OcIZruPtasTpQe/SKCo2cdWJLryfgMA6aZT6dfIL9mYspFyVFmSdAz+itcvCHtwM3etAOLxQYa2WOZu+usXdjoUfas/I396BSGyuFbq9ExwaG4gC4yL7yuyR0vO6lTtf6jQFzbNtb/9qCvrJMH/j8Pe57qHnLbfVEG92iYqBpuk9kyjAt3cDHQGQuev29xw6zfH25XLntdxM0y9dFa1Wbty95tejQFj6vVK+yMsytXBvtvlyr4IVMAvYyvVauI7YUMUerygzcXSspQBs7P/tnXxXnmjrKctEOG3f1MOWUBThrzQTWT4+ANJ74MznXKRjT3W8AVZV32aeXVp1bioJhyxtJAWU3mkqAvWQAv9Gz6CSv8mWh+lO/5fduqOE6tKGdmtbplTjU8YDlu198PpaPtfD57+05onQOLvQw3pbA1GIbNoDRVz133aSb4xypjbdNgC6yj9x6H+Y6cgx/xaUb8ZKLNwCIgxwSm/9ognYN7clvM6NNzIw1Fz9xaEM7RkbzPw6yhoBIaj7F2Zf8dO79RGvjcLRzwEwATnz8Gw/h/3z1AXmukp90fR17UgE4d90kLtuyzP0mgNREZaqqQjP3cTlo/UTr3qqS+T92aAFrp9oYswEfibQQmibE1eUTg50h2xTw7EFab482GNMzUY/4fhlJhW7pg2YRi5dcnEV7Krjg3xuXjSZfpl/8xevduaaJKvFdIa5Hv41Qaley1H0ZYYCrYBj2WS2k+6pfE5AkIP8t85VwdtYaM0fIMy3IJQoxdhIStakdQi9Sbo8d6kTErG5hMijY2k2SXRbXcO2V3jM21aZG3tDiMJVsC88MTd84nhwR2zixjoOVpoxefo7W4D98xaaoX4RB25xUByN8OVCXfT73fI9DcfJZHWOZNtrDoHSyHVh+7vpYHpNb1Wd84YRMkxIrsuIYlwRcac19vG1JAa65fVFRw/zK//0m/vE7jzrGHgcKq8oDsBTRPClazAaihtbiHApExdFwzkAFzAN1uNPDX37lAXdzO2zXI+UKDACPHlgAAIy1MjzngrU+/dJ0eq6BMiJ23GyxlSkfBYwIX1KA31lwrhuVZ/2WFhwtSzPwGODNnoeYNUp1pzICVk6BjX5EzXdAXpna7YQ4n453i9JJCrzn43fgl/7qNnz8toecHmsZsCbDhRe1AQDMdnsYa+VWSDp+iijCMk+RBlqqP0AMVwNImwfSg8jcbZ5+40BjSl+HayxV7J74MoSgHfCev7nd/x7VxOTz0os34JItM+iyfscDf3E7ON/D6//oVhg9H7s7RoArA2t5mfhAXDJ5CkDuHNJAWicOTmmbvtp/dCvKSjx3PGjWQs9Ehlzoycird/3aTe7a8Hlr5dotxMky7cXIST5CK5XU4vE7tvI+NIIXKN/84UY6rRVMX+i5Z8gwzD1QXaFbmOBehW13rQCleTq2TPZYrzBtNdYysglUp7KMxwTOcH3W+z4T1ZPM9FHfjrSREo4zfGNoaEMb2qlj3aLEnkMd59o/0W7gzNXjePTgwhGlc2ihh7GmB1yNburi2qjtRobR5tEzCMcDhuve2Q4eOTgvzskz7RY0VCbyVKC5EW1mD21o3LQG3vjU4x+ZfmhDc1bFm9QhaJBkuNpjY82MgZ0GYKR5IA9+w61OcuADP3a5L5YjXUB80vV13pNc0sCnxepSA0LxdWMFL++lYBiQdNX0aAMLvRI3nLParYMr1AGu1CZ+rcDLR6BudJ0mwM58bpgZZfU0n1Ten7n+zGhOrZTC5EjDza3zTAGV96BTypf36WetsviBAR4V0us6CkTJiSYAuz+JuvRnuMbr0dAkw1XhBReuQ0jYCI3yfC7DMATDtZLB2ki/mNcFAJ521ipzbeZ/JzZ4mH8tw5XlE66/Jts5I4+Yz9/99F0GXC0rlmdlwURbl0z31XDlcWLCYGiABVwJLK1kGRdT+OC11NrjBh4M9YCtY7hqzxQ1dfX3gq6jjZl/+/TtAILNhMD9n37xkpuWJQ5PGkrg51AK2L5qXPR9AjyLMgZpaSOEWKi8ncK+y+9t2BfomXLGzuXPmgDRVf0mzrG2JQW4Zlo5uj4AfO2+/bhv75wDAriCZgXjgv6RW+9DruvdnBW8e32WyZcHMSQF69WmQ6cVVYU9h4idao51LCAESIYot/v3zWHFuJET2MgG+LKynca+N8JS86BaFThbNCUpAPcblZU0Il/6e//sdilM8CsJNlcuDf8S58G3ANNpDfuUQEiIh7IXUPHD/kx1ya0wNbkR7J3t4OH983jDH99q8shjXdDf/+z3cMdDB23ZZBvNLhQYb+UOMHd1sqeRpIAEFmPgKM80umXpWJx8h4RAfgB405991TNcqa7285GD86jsrrYHwHk/Ze1RyRchgYuujAnPhqqqjHyCPZcG07pNuYf2z7N8rZZS4BrAL61Amkv03V5pT5Iarj4SoQH86l9Uiw1toSwADZCS4VqKgHUU0MUE8pLpNRMMV9ITqip7r60kQ65VFOiFXkTv+Og3kgxXFwjAtk83AHf5pgfJgVA9yQ0JMO39tfv248O33gfSoOIvTQG42mN375nFmavGMdLM7GYPHGBryuSNv2juePgg6ow2ZvwGAp/0Kdx6915XhgGkwYY2tKGdYOv0Sty3d1YEtXr6Watw5bbltVrOKaP3F9lYKxNAaJ21G1psFh+pjTVz4fK693C3Biw2ZTOeRWasz7V2euBHCjAP7fSxy7cuP9lFGNppZLROE27uEXAWX0eSAhJs8B5Q5pz0rJqDLyLNBBOMAyD8+pCD4M+zf9eAFQnFLycp4PK27xdiqCp4SQB6dxHIQ+en5pwECil4liIHJk3946BZjqGoFM5bP4k3XLdVpAl4VuDPXL8j4Z5vAkUWhV+bE5OZwEe65uLNM66e2lJ6k4CmA7F8naNTauqRuhUpkJhfAwAjTSkbtGW5kYnog7e6dF/Ngu7mmUfMizLQv9UcAOR9wHw2M+36TFVV4MGZwrK775Rv0Ke4VSyTMDB1UVXIlAfkiFwCGM/Hfh4yvcLHieGB48h4YPEvfP/xQC/Vg5rpe+YP0jr3Y7c9xIBW81umzLpOgbAjhVxrR8AKGbgNB+bL+yA2MoLy8HLTM184XIDKI0FSeo4p/4s2zeCxQwtiPsmzsY8nqiC/0OQaOGgzLdtSyBIq3y9491DB5/G0JbVUdrtgrGUIUKhgAQLHwDON/f7PfR9aqwjA8dcrB6blWu48UoeSrux+IAAMu2zWsi0JbEkFzQrzfnD/HNZOtV0dZJl8hw2L7HRPLWjjGK6IO0wI0pSlbZcS2DfbhQLw+//4PXRLAiAr98KiUdaDcD6IEQ1ARWF2Kjnr0zFctYokHuI28ceFhiskm7aZ6SgtwAchCq1XmgjKfPeJVckEzQpmEJyqX7FydXsVupbFqViZ+f387J2PCXYjb7f/8nd3WkamB6Y4kCVB3yp6CXGQMKVpClg9JALuMv+CTr3ID9qFMgfSCIQzA2bworL9JWwb6us9xiZ17vL2Gdn61r+O8q+iHNIWygJ4JrdhdWdaYaFXoCgrfOy2h6Jr73r0EO7e42UReDRrMuPyY+rCJQUyrXD5GcvwoovWu3Op/nsPdwFUOGftJADJKuC6XCGblvRY6aXGJQV6ZeU2WSTj2YOtIVsd8H2gU5QYbeYYa+ZY6Ba2L1Zel4alSc9VnZvQjtVeS5YY56b+ckPrj//lbteGJ2JncGhDG9qRWadX4v59cy5yM2BYrttXTWDv7NGzPh872MHuzTOLntduZE4q5WhsrJXju48ewlPe/ffu2CMJ8JTkYuY6Jd77g7vwhqduw3g7x8rxFn7nlbvx6KEh4Dq0oQ3t5BuREvicKQQXiN315mft9OcwDyc63QQn8nPDOsDVreGCBUHoWgww1hw/hj6SAirl3O6tLmgWz5vmxN613+cQuvvT+SlAhrQlfT4mHachqWOwFSwtI/UVg81hPVKSAtMjDXTtApliuhCmECJqtMbOLBg2CJjKAXHzzwBrIdtv07JRAaDVpUf1IVbmeCvHj11zhkjLXdNnweb7AfCU7ctd/d2lwZqW6hyWidog11rgFkrF2UcgmwMe47W+Tz/eVACAhW4RrW/5Or9hiTh1+RNZz5wbd65uWQqPyVA7lKyR2EHg5eT9j47T9fI38/fUSAP7ZrsWd5DPkHumgvpUrC6egUrPDp1TuQ2NqvLkwH5GaV2xdRk+/jPXCnKgw3fpE3GfCU2sgYPzeFA2INEPEukRKeBELGOXFOCaax9BnIwAPoCYgxKwoOtSkcsp4JVjuGrJcDVB7pVjigEeCFLs+w9fsQlXbl3u7ibpKAKsQ0TAqb/R0QCuOcNVmhMq1uR+bL4fmOvG4usM4KP24W2ktcIdDx9Er/BC35467nfrqPyxpIB5cUrA1Q9aVXA/wg4tgmZZndQwWE+v9EGzQtCa6l5VwFXbljuNH8orDprlAfFGJgFSfk/94G9AuK71IycgC7D6wAH4ZUB/Dl7CufZz0Kxi/xflo4SoTAHoWIXnWssyhaI0bcfdF1IbDL/+A+fj+rN9QDMF307+JcnbxQNu1E78HN4OXK+n7h1NYLNpivo3eVFJRvOCBUu7RWUYrpnCfLdMAIfmWb/j4YP49sOH3NFUBEma+FaVYRAYV1TlxguhPWTv3UKvQFUBuzZO4ey1k0ImwgSrgjuP2w3nrAbgXfI58FmUfrwIb5mfYJnvIcO1qrzoe7thGK404QsZ3gDcLnxyVx3Aa55yhsuHg+MKfgNFKb/ZYVgWJ+BNNbQTbkcazX5op5bd8fBBPHawEwUGmhpp4MBct+aqlMnn+50vOm8gV+x2ngk3xSO1iXaO7++Zxf375jDfLbBhZgSPHJiPzhttZpjtFJjvFhhvNZBphZFGhvlegdWTrSHDdWhDG9opYURG4fhKCsALjzuXZ7YgaGaSQZaa46bSTx2vI/YA6U11HvSGz08HybusqiAWCxwwRGBOCuhcLN0QyPPxUCwwpdLAsAOi7FqWn+PdxWPAi6yRKywba7r1KHn5ZUo5TVJeDWXX2ARMpmZZHMg0daHjCs1MM9BL3qen7lg5EFPPg9Dm+znrJnHtjpWs3oxd22ed5vESha0rDFmD4yhFVdUyXHk5KQcuKeDIKUHnjMF/qgs7HhS5giRSkXVsoDNty0zyedSuM6MN7AvmStQnNy8ftemZ480Ew7UMGL7cs8hhSsEGRFgvnicvv+8jHmsifH/alpu+A/6e54FcBZcc8GxwKoO/lje7B2JVdC6lrWwfWjc94mrUsOS5lA4vf+75vQz7X6i/yi0kZEqSWgJQA7B8rOV/P862pABXB4pCdj4OSnEdUgcqsQGY3wwCDA27kXZX/O9Gf8RcR53UACUegS+qChesn8aWFaOCQRl2whQrnX5LRalMDagA70ByILrq3X8fdZcw0E4IZmr2e04Pgn1IUrtBTlLAAjmkr0osVAqaRYLhVVDvcDfCA67aaeyS/qYLmlVQgKtYP9IMXiaf8AXudE0QGzFcecsSWAz4ZzKzgGuvqFwf8QxXORBQP6zcd18WAsS4OHXKwhdL2GfqtFFJe5jvHBPjO5ywjDRz565D5XZu5q7+Mh/+zIWU/B6T6jADadCICXPyDH28WsnVnoyYvr/76bscqDjXKaIBl64NAeeUzijdkwp+x07B9kfLdvXXm89uIWUjcnZPTbuaX0OG67+/8Sx3Hk3IyHpFPVBtJtRcUsD/NtrKMNctHDjczM1z1OmVePTggmHoB2n2E4CnOlG+C93SA+6adokrC7ia+yF2wof2pLGP3/YQ3vyRr53sYgztKG2uU+Ajt96HZq4jHdXJdo5f//gdIjDikVgj08nxNLRnn78Gl7BgKkdq06MNPHJgHloZHdaz1kwk2aojDaMpO98r0G5od2yuU2DlxBBwHdrQhnZqmGGFSaAg1nCl4/4Y93CiubgD84ityOb+3EJghiylOZkCOjkQEqUJCc6Flg4kFLh/o3LxFML4JbSuIzd8Op56/XhJAYP2EImmH3jLf29YCbn0WkGza+TvL790Ey7YMOXWK5lWbu1FoKrELMx3D/LFdQmZxvwUFzhNybIQYMYBOY9DpG+g6wNVAPCzeX0/IMqDdv5v7ilMa18yus+8joDfSGhkzJuvpDWVzHMQhmsM0sbEIsCs08K1v1Y+Vs7aqREHkv6PV19i0/L9k38PvWapHKnjptwef0n1TX5IAq7yevksmvs2OdLA/tmuALjpmSMmborN6vtOApNSxNy2zGzQpgFdz0vj/3rDU7eJ/mFivWiRD/1O2FNNk7nrwzxEOdlRQYpTaVhixXgzndhxsCUFuFL0cG4EiBJz7vaHDgAwx4rgoTMvO399YeneBNDlmdzJK0vjkss1FkNmI+2OAEqALSFlOrVLxAcrbjyyYXgVB6FC7CTSNnEv6cqdz7VQKd9uUToQiHbfeLAcU34mJWCBzJ6VInDAtX3BkStAyYDTVD1NemaApaBZRelBSoB0YrUrOx+85rtF8sVL72YChskcIM5AXBInp11W+hswE5hu4YMYcZCbNC5d3bQ8pli70Ys/JWovQV95IHxp1BHOaGeWT2QqC/6GAzUxkDmgXhSkdWTf4swOzvfEYOnBVd8XuKSABw59Ybn0g4u2if7BtbikQKalpqphuGrMdVOAqwdqZTTDOA+t7HhgX7gUpIoCaIlJEp8gso2cPFOGLQ3LOLXnLHRLt/g35/r+wCUFqgouaBZ956agxM4j3yElplppn79mplEUFfYc7uDr9+9HYd2j5HjVX7vRAcu9Cu/75LfZtT5oFuAB8CHD9clpb/jjW/Gxrz94sosxtKO0xywwOTPaiFimUyMNfObbj+Kex2ePaxkm2o0k62NQWznRwn375lBWwL/5wJewdeU4Hj9s2CZmMWbGnXbDbDzNd0snYdBummMrJ1pRoK2hDc3Y8L01tBNr5C7L14fxmlYCIYA/x+smmrmnYuflzLtNmFvXVJhg3g6pSPQ0551oN3Duukl3ecQqZOWnNWOdhdeGmuCAmYcTA5WvQjiTNrw+XE+aYFtynm7mzwGowxJrWFkGAC7WC082FXAsrKoJjqXFd5rnk0cuLysxXjMLxvZbB3kPWb/mIIYr1xqldBUDpsX1YbqsrP56ed0go6MDZdn5OduQLUPAVXkMh6dPtci1jtbJYfuEGqau/GKNFvymvCcu74+EO2QMeOb4xxor++jT8W3mCX3me2qu0y3KJHsV8PUn4lr0O7tMsIRr6k9jiYKRuNg31xEbCtQ+fhND5sOfc5c2u1bBb3YoBaCCeA45X5vOoX/0PACEtcR5e1LXYhqu/u9wzyhkuIbtI58X87lsrCnrfBxtSQGu2u4YhcxC/mD+wT9+D4CkkJPxmw5YMM/uRinE2jq/+YlvA8rr7gDAtlXjJh0WIdw8DB6MWBBBsxR+65PfTjJcU64j5rt/MYR1kGzecCAK05fnEVjMQRTeDuQGwYFeP95Xjh1HTNZeYcFQxnQlpifdF86oS2m4EmjFg2aRGz7l1ciVAzN5VPjX/a9/jYJf8br32KLM1MF8zncLtCwYdradVJi6yoeVgOBu4dm1VK6QpaqDe8Xfk/TS4UGzfJnk36nAZalzKbMv3bMPJHtRlp6JTW3JBy5fBhl9vleWwt2GsmlkCl+95Zli58sxXG0dOcO1Yi+uLovs+POMKcfB3kXIli6vZuYDXr3iso3oFgYon+ukAXfP6PbHUjuIFEXU1MVPtvLMtAlPe99sF5+78zFXd9j60wSiqjwLFDCSAin9QnrZ8M2goqyY3ET8TBOzHwA6TKpgeqSJg/M967ZjonXLdGNwlZ7HOpZ1OJlJnWeYr/78RNMObYnbRDvH4U6BwwMERxraqWfEBJ0ebQqpHcAArsvHm3ho/9zJKNrAtnys5YI8fvmefZgZa7oxjUu+tJuGzfpnX7zXBSIlhutoM4+CJQ5taMYWmYAMbWjH2MgLzIGmWm6oA5JxFh7j87GG1gLMSxE6zLX+75dcssGNkQJwdfM5+wm+nkyAmwxkUYhBSLo2BSbRMcqTCE+uXVQMdIZ5aKWidGn9RpgjeWxSWUnzlqfDgSxah0qmp/lMaWhyE2xkbYBQrY3cm2CLKlrfy+OhhYdLdn8MwzUGRDWrO+DZmv3MS6IFBBMV13PbyrHadDS7Z1ynNZQU4AxmCaKbzwaTFHCesjX9mYJUpUDxyEvTrnP59YDBagzDlDMgFSuPxp+87nJRfrdWq2R5UqBpt6iEPutaBuDKZyS+UdQPL948Iz2FHLYkz6cgVUpJDVfOIgU8Ez4MtkfXUqA3SpNfW7nsTUczGwrx/UTwpBHGBvhYL2FdOTjcz4Oqn+cq74exKdEr6Dxq2xOxjF1SgKvRcNUBQm4A2ArAb3/qTnRI4Dgxl+KC4/S9YfVBles8/ve/+PL9ZuC2k/vn7VqHbSvH4YLRQHYeyrLTK/zOHIB79szi40FgH1N28xk9OIq9xCLAlQN04UtInkvl8hHeq0AL1Xz2ihJZply7kl6jSdMPLiQe3StL9MoKH/3aA8gsw7WRKadVSsLKEQM3agG4nbr3fuLbhpVcmuBcVMYekyuoYO4XN0dNT7RhJClgyzPXLfxgDWDXxmm0G9oBaFTsa3estJICJUpXpxjMo/YxkyG5U0xM60ypWhYjT0N+D/trfM3+uS72zXUcWMuDZqGSLyFy2akq4PaHDuJPv3AvANPGqZ2hXGtMjTaSDFfYXaieY/+a8lF+dcG+qJ7hblPK6LpWQ2OOBbwiDdc0wxViY4AsrfnkNVy18kHfMm0mXuEl9+2dc+UHzD1++WWbsGay7ZgL1ELmXsTDq3HJV0JOoVeWbNc0UUb2UuswAffJkQYOzvfc+NTMtejvtKHBJx+e/cvz8H+HrZTaROgyVjMBwkN7ctm6qREsG2viwVMclBtabH/2xXvx3r+9AwAxXKWkwLrpEbzysk14cP+gzM+TA0xlWmG+W+DXf+B8XLdzpRtjXYBI7eUDFnoFtq0aw5YVY+7Y3BBoHRqzl/y3z+He48zqHtrQ+hmRIESgK6Xw1pvOduc4kI9Nq2hez9c0eaYcUAnUa7hGwIcDEc3nO15wbnyN8tepJIjBQJZEtnSoKKsoensIuFRg7vdKgqscDOLnpwDXEHAkwK6O2AQAr7v6DPd3ZgNA89NcWwcMw/PWT+KlF29w53CGK5GAMqUMKA5GZIBy63tyx04tg8zpaQCR5vnh3JvqKo5RGtH62IO/Mk9fR3fP7cfPPdMHcQvTJ7APgPP4BQKZOZBXoS8vGa31Gpl2v5cW3wjBU6pfK89E1Xif+ptvPBzVt+CotbWq8gQy871ya0E69SnbV4i6htKAdG0zsd7rBQzXf/z5p0X16LG5TFhmwDAwnds7uy5ko/L+MD3axL65rtBepT5KADCdS+1Ga99UcDmHD9gBhPpOFpVbRd/oiHL3lQXNCuprspDjQ7i1wNf10aiU2Ijg6Yfr3iu3LseGmRF37fG2owZcy7LELbfcgpe97GW4+eabcffddx/LciXNMdIq3um8FuR3Hz2MXuHQkMiqSj6ULlgUqLPpaFBWyrDGMqbvyl9aBFYBcBN8LikAGJDk774lBwDAsyJTKD31vnCw4Z0tBKxSuhtUT8DsNlEwHAAuarthuGr3ILgHC3JADpmDn7trj3Fntww7GlxpAIvKl+jQBHR//7HDguHq5AuKEq3cgOwG0JNdtmE1eMOUtZJtBQCfuuMRAEbfrt3I3H38q3/zFKybGrG7ob7cz7lgrZEUsCxOxfpaKCnQKQzrL9z1qir/4q/T6fyjf/6+S1NIWgTfP/TFe2XDWXNtVbGgWTB9J2ODPe08yh0iOKZyqNOas4E4lFugspWV76MUEACAYMbxQbli54eSH6ERtsgZrgCshqvGbKeXYK4qx4Li9Uxr5ChkmurrNZ9yrW3EUXmNY4dSTgpYPz1iZEmAaDc25RbBwV2XbsFeMNEzUy+6PtnOcWjBMFyzzExA+eQm3GBSKq4DIJ8pFd3nsPw2MJ79LiZmQ3vS2IUbp/Hvn30WPvb1eKNwaKe2/fyffw3/dOceAJbhl+hr4wAA9TlJREFUGgCuG5eN4o3XbcMjS0DbtFuUWDM1gj/4kUvx/F3rMNLMsNArbfRfM+60GxpzHcnmN3JA/eVThnZ62b65Lv75rj3syPC9NbQTawQuOrDDAgQTbT9Gu7VtAPIBcj7WyLRbswCodV3m5CSAA1Rm3veqK7cwLzW6imt4poAN/xvXkfW/m+9FFTNcy8qs29y0sfKu2g6QtL85hmuwLsq0iuobSaI5fM1jBQQ0km1e7lmbDUseCoFHQN4LBWDFeAurJ9uuLUJAltZCXpeWp2kSMWC7WQ9duHFath/kNfy+bFo26gBx0Uc0AmYyA9dDXAME+vv5PgfwfLrpOChh+hyg512hLKWXZSinERrpEpuc07E+uGYqJwr1W4cYT84Y0wCICe3X5kp5wlm8uuSSApS2+UxKCpSSeJMi4dQxXMHaM9Tq5WULmcmAYbjyWEKA32DxDFd7PRsXyAs2vEehNqqy+eai/QEuKQAqtyuvbbcyZvFHn6wVKp4m5BpYKYUXXrgO3OpY3YqlRXXi2NGJmA0cNeD6yU9+Ep1OBx/60Ifwpje9Ce9+97uPZbmS5gFXD0TR4EZGk+xU41UBgEWuDZzhGtO0PXOPR5k3LLhSaJSQLmOnKMVLrtMrk8FqlFIRqAZ4YCy1+yUlBcJdqTB92SaGOerTcDqpFvDxerQSUKHv3E0cMMAysU/J7d+ASabh+rm2uDLal8Zct4APmpXScK2shmvQVjpuo8qio+HL8wOfvwcAMN8rBcOVl8Wfb4aHro1iaNjEXMNV5mk0RysBxpl2M4xdLhYuZQSAr9633/0tATP5ovz899higQN2tnyk5Ul5hNfTRI8X3U0OlHQbAHxZQpcYOkcpCTxzhivpogBpVw/+UqszvuvJB9lOr0QzNzqrMZBaMbd5WU9uZlIB1x5UF8C0U8H6+upJ44JFALFjd9rrMuVZsrxKKTCYJouOaQq5aRM2iVZyIs3bgWQ8etZtpZlpyXKwiflNACU2ISjPlI4T3ac4QqSvb0XM7RPxphraCTWtge2rxvHeT3z7ZBdlaEdhH3z9FXj1VVsw1sow0oylTfJM4wOfv8dtQob24P65RT0QToR17ByDFq7NTKNTlHjkwLxjfaTYrJwBO7ShAcCqiRb2HO6c7GIM7TQ28lrTbO7FwSogZrDReWTchZpLOhGAGhNdZN51IBwQz/fo+vBUD16mGWV0jMvxwR0LGa4cnPTzahNMywM/AnTSKhrfuVsyzefNHN/WNzFR5Zq4Zl5eBgQEWR9zLJAJgIwtk9uYDiQ3lrq/Ch4grSrgpZdsqG1Dakcqz89cvwNAWoqCB0nidQ7rTn0wBc6Sxmy45uuDZ4o+wtuGyCBhGcP6VW6txyUFYpCMl6ORURB1W9c+5dPaE8/CtSAFraJ7oVh56NT//qpLABWQj9halsoTWq8ohQwi2QsvXOc3JcrUOtbf21hykp6JxDX2nk6NNKJzqF/nQftzxrGyfTYsDvVjC+24cafu+eTpc6Y8UCcpYM9URpNfbJYHQxIPSK2AeLOipqMqFWMCFVUI/fv3sbKjnpHeeuutuOaaawAAF154IW677bZjVqg6I7eDCnCNRCAHNaQDXJMvEzlAUbAnVGAdLR6YCFQ1aRp3WuPGVgotMZcP2zHR2nSQ1OIlU57xJvOknT7f1756yzNt2j6dSGy75sEMgVKvw0mgpglCRJo3nKnnX9bS9ZmMAjY1tNFy5ZOFeKBU+H8/dXVU5IzlQcAlgVsEuBLoyXdLL90ywx74+GHn0g8AcN9e405WlCUyq38kgxnFg1u3ILayjJhYVZWoHwXW8u2mfJ0qs8tFIC+/bZzN2wsG3pChyME2bj0C1Bngae6X3F3OMy10RqmdjLC3EbHhwCOPUB9FzaxiAI+7AuzaMO2OR648DqDtv6DnLz2fj8JCr3Avj9BdCZDB3erKoJVyMg8OLK1oIqfQZdf++LXbsGayjSLBmKINgwqVAyLdLzZLPz5UyXaTLi1xDnxizPtAM/cbEblluIauWrxPataOFZsIS40lmbsvpgF2/9PffcfWl9yF0q5aQ1vqppyrzdCWjpVlhRfvXo/Lz1iGtz//XLzgwvWYHm3Unl/37F75rr/HH//L3Xj3x27Hidn7T1unKAVzpJFpdIsStz90EDvXGP31kUaGwws9URcZrCL2thna6WdTIw3snzNB17j809CGdqKMwAaacuU2ABIfYgnvS2mJcstDhmvNzne8NrIgHAOI/LqGrpGASbQuhpwzhq8R+t7M4mu9rqty6zous8ABSg8OybJqFQNcHhjkgJ2UFFBIA32Aac9wDVbnlamC7yHDleb5DcvY5KAleYURkzA1CoVtysvpflMq6CNx/RT7LUxfxO2AB1rDdbBiPSEqJzuHn8XXieH6ImP3w9XPfubCk7hKEnM4w3XbynGxeUG2NdCb1UrhpvPXYtVEK6pFYQlHphzkuenXmwBwwzmr3VdaUrt1lf3ezOON7bJKM89fvHuDK8diQbO0UkF/U+L3qG9BuYDNHrfy5UTQ/oLZrIiBLdf7fH1K/Z8wM/edXUG/s6SSgKv7DT7ddiNz3tdA/JZeYJvrqelrPwKQ8EANxpZ6MYJjZ0cNuB46dAjj4+Pue5Zl6PWOb4ANKSlgjhlw0E+eCKhLNTp3ea4qH/We9DmFm4M1BU/59gMBMNrMMN8tUJRl5E5B5TLXKxblPq5PhVSUSt/56cGfSiya4oEoTh+AE4s2wE7sLkwuHgSYKTCwzQGSlXR9tkbAVyPTYuBSNt0ff+pWUb74xS2j/pVV5RibVOZGrvHmj3wN33vssBi8JtuN5IKRBp5eIQMfhRqqqYGMt49SZuHWyHxgNepfNFGg+prAWjHAVwEoigqT7QZ+9oadrp7c6PtCT2qScuDe/M4AvwCEI1CSdrgqAN1e6YKDAX7w5fmTBESu/cva/czaiT9vVGbKUwyk9stV25dj/fQI7tkziwUW6Kmq/C7Z4hquvqqe7aow3y19wJREYCovfeHTD99nWpm6k2avYi+KLJOAqFIGvI6Ys8pr2VQVH4tM49XtLoesfL6RQdf/0nPOduXk13MN12ZupAwK67bSzHXQf6roBUNjQYXK7bzyiXf00mEJ3PXoITMhtTsPbrw4/u+poZ1wq7Bqoo1XXLbpZBdkaEdgB+a7WDnRcuP0pVuWJSfzAPBff2h37SZerhXe9lffwOOHF9zk/WRYt5AagAS43vP4LDYvGwUAtBoZHj24gIm2nyOdu24Sr7vGzD1GmxlmO0M919PdJtsNHJg3gGunKJ0G4NCGdqKsLCFcdp3LOTvH/+aPtfIMr7pys0jLAI4eUKnzkpLAnf8uGa4BOYZdWAeoEkiSXINB4WWXbMRIM4/WpQTCjVhghdbAvi2UQ3qItctBTvLcC4GsLGhHcknnDFcetAnwsmWAaU8jr8bnw76+ou5BXoLhav/W2jMD+bqY2tOt1ao02KMSG4Uq+CeAUVsuAd4n+tK7Xny+BaJjUJ8AO63YmmiA+T3Vx9Q7BoL53wT88XRpPZRniq2FLI4QAB1+s0Lhjddt80xNxkymuQHPd2a0gZ1rJiK8pnTrZuWej4TcawQ+ekkB8z2l4Qqkg2lRH3jOBWst4c3E4Lj9V28UZaaMBY6h5O8e0IzX6VrJcr/5WTujPs0Zx8TK9unQOXbNjsqRAZVKkXV8gPGw2zhJAUb24WVXtiykyU/GnwHycOJp1ulLhxY+Y6kx7XjbUc+kx8fHcfjwYfe9LEvked7niiduNMjSLgRA4AUYQAd3PDTaSQPMA06uuARsEcP1TTfscNd4DVcaREz+7UaG+V6JouQ6Mz4v/kx3emXNLlZaw5VeHApGjoA/sIIdyfnQoA4lgSLAM1yJ8enAngCMKW1Z6CVA1zxycN6xT0N6PNU9z2RdtNXGfMuzvRg8FzAXx9gAW5Q2cJbNv1dUaLIXII/4ZwBeBdkKvu5h0CwxkCs5kXCuPoozc43bOrmIcLCSykeAc1GWQs/UTw4q57biGK6sTAb4N38vdEvxYiS9TPpbLI5ZRyAglgBPAvS6RSkWq1mq/SGDZhFYS+kB/iXM68VBU/rtI7fe58C77asmcO2OFfj72x/GPTZQhW9r+1JLrPV58TjoWVbAm5+1M5pUxi85NZCkAGnV8IiilH9Da8ca3rVxGs+9YJ2TuzB5+3tMgKhjybJyJHdyK/NskBsJ9Xl6joiM/uzz19ryyOAAnK3ezDQo0FyuzXkplgPfPSa3GslwjV2owk0ZAPjOw4dc29EWF+3WD+3Jav03RYZ2atn/+/qDuGjjzEDnTo00hDY2t1UTLbz04g147FAHk+16huyJMMFwzRW6vQqPHFjAygkj9TLRzvHA/jmhg7h91QRuvsIAFBxoG9rpa1p7AGN2oUhKbQxtaMfTaB3hWHm01hPAWTxvzDMVAa7EBqQpX1oH0gMNRK7wAFVqjWzntgwwUYjnz/43lfwdysyTw8C/ADHcNNoNH5uB1t8Kcg4auj+TaaXEWpDq5wAiiwvw+WlSUoAtQnIbNIvOe/mlGxkDz1/rGKsO8JLgL2dceiKLBKa08vqX/WQcHH2j4sf9Wo03Acl7iXth/0zJhmmthASd65csD8qTf8py+r7q+oSS5wr2r/CIk+siwEoKMIzGgJ8h4Gp+p4BkcPc3Lh+vcwpEBTyOAPD2lut4no4vvzynmaefv9SajJjXv/PK3UL+iBOI6KoUOzlVD3oOxe1n3zOlMD3aEM8IHadzOQ7GLQsQVHruhe4yFA7M9VyQVguX+Xo4ZrAnZrmxSfnnot2UDFe+Bm3mWqyB030yPpY6zuUET5QdNeC6e/dufOYznwEAfOUrX8GOHTsWueKJW13QLOFmb+9O8mUCP0AUJTHDlGO6nr9+CloprLATecCDSrnWrMPA7s4Vhp2mYh1RH/mNAirFg6pWRGEPjjPwq1tITRmfTmVfXEF6lRwEAe5ybvJKMQB90CzayTB216OH8dz//FmTDhOAdi/5nDFcS85wjdtEqfSgyAfYojIgK93TopQuhfy+mpcjgMRLXStYDVcVXcsBWnrgPXgkX26FZfQRk9Ozgs1rkm5Nr6jsBMPmT0Wu/Eud9x/4n12fPdzpiV3nkvXzX//4HWJnh1uHA67as3S7AYuDfhN9UXnwj/6rqgrvf82l4gUV7njBvqQ4q/mf7twj3IIIsHbt6epsQNpU0Cw+ifIvPfOMnrNukkkm1AFBLOAaOycEBc3zzMTB4T8JEAWAc9ZOYOVEC72ijIBcqiMxW3UwDridQ5a1d1nxL7oe005245crV3osA8yzV1VWskIrNHIpol+BWK5+TOQgNgG5Ykc/aCc+GVwoqB+ThqvvU0N78hiXuECCZTG0U9fueXwWV25dPtC57YT2KdlTd67Ee166Cw/un8faqfaxLOIRG99Ua2Yatz2wH+//3Pcx1jIT+2VjTTywby4pLwMAkyM5DswdX++roS0F8+PY4U4PY0PAdWgn2DJtiBeSdSmBHZqOpcgp3HLrkUlzxThiOF1nPlt5Zr3h6PwY8KLPMJBqyNITOqYB2AawuX6CUFTa+SqRlojwIN3YbVtkiTm0Xe+FDFfTjh5gMmQQv+7SQdlMWfzfeWY8wKjuV5+5AloprJ1qR0xHzhwkoMulw4gMBPjKoFvKeg3SeisFnln6FFtv8vxprRYyXDngxnGSMOq7WYvH95U2AASAGpBtUkbgGoJrw7yp3u4aUP3MJ0kwAB7ODD15nYZxJp+dlEQBL0PB1pPcOBEP9l74NV7QxyAZuDzfOoZrKlAWB6V71oNa9n6PXXC2Mc8vRSoMAVfBLmZrfCqDOU7nsj7E6suv5WQ10l2mEisFfOeRgzhrzUSwwSDX2CXr736Z4eu6c/U4Jkf85jm/l2FgMgVEz07delRBPkfheHAigNejBlxvuOEGNJtNvPzlL8e73vUuvOUtbzmW5Uqa2THS4oYReOFcvRkrL7Sy9AClcV0vXYTxZq7xg5dsdA8wj47oACkaCCpgxEkKpN1qedS1Ti8tKaCVAqq4rDRIKxD7kNXBJaSsZqdkpxENn7dBl2l8KuUZgGEUdxqgpWu0TIfAGSclYNupkckAYAacjHemogGMTRjKqkJZVs7tWSkLRolBQ6aXknMwraOi/F3QM1tO/pIghiLpU5KVdufv3/7pl237WnB0oYe9hzuuHbqO4erzB6ykQEkDg68nf32VLM26KPN7Di24dgmNgNiiZPcPQCdwx6SdK56Mtv2BIp4qZZinzUw7sC1132hniPIk47t5xv2/EOLiHKxMATl8EsVftAQCucAAQdvxbsD7dyh+3mQbBobhal+cbjzxO1/cysoziTmAbF5QcOC7jILoz+PpEAPZVKUSL3w3fjEdrzptrpaVQynKChPtBs5bNyXO5UHcAHNveLAuauu33uRZ6JefsQzbVo5FO+uAB4Npo4h0a1Nj7dCWrs13C7dR08xU7UbP0E49m+8UaDcHm9ZxhlFo9Nw/tH8Oq08y4MqtkWnMBfIAM6NNPHRgAa2EvAwATLQbuPORQyeieENbIjbXKTDSPL4eeUMbWmjP37UeF2yYcvO9PCOGmD/HASpsGFdQAZnBswFpzZBbRmUYoJmmhO2GFq66nNzhAFf6LVjTpnQoaa3MQY8QTAvjUABmzZBnypGWKgQBpth6g2u48nQIC5D1lOeUdl6vXVo6YP8hYvxyzU1K75/f8ozo/oSMVbnO8iQk2DUVAUUOrFKyjVMzaL7m4utKnkbors8BSMoPSAdIy5TCqokWnnXuauYFp1zaESiWKqPLm937oOx8I4AYlHSNt8rmrwWgmVoneka3Fv0itYHgymkxDe52DwC/9qLzXR0VOCGGwFmZBs+nDNaWddJNKeY5gx4sk1viOGUZP1NhOXzf8d+N6z/vE/68nWsmBNAbArcE4Oc6BsU9duKfdwUGetvvRGIEOyfsR5xFTiVVLP9f/4EL8MKL1rs6UDsT0RFg9zrRN0NAnbdbRHxkG0J11x1LO2rAVWuNd7zjHfjgBz+ID33oQ9i2bduxLFfSiOEK+EGSgL2Frmf5ASmUWwKx9FJqZoqBMr6j8QGSBmFKs6wqpz/DOxg33h86NUGzCNiJGK70UCjldDllLezfVfBSVhL0pIeESwoAHjgRYEzmWXoKcsCiQY+Dy1Rn2r3JHUOWHrYYtIrcHSBfpGVlHkbScCVmqYxKp/Cpn7vOpZe5fMJBiRiu5vuuDVOxpAB7xCpU4v5TinzCoKBc29169158+tuPujTnOpLFbNrMt5tSNVFBK7/je3ChJwAzvjvcKysUjErP25b6PmlqEuu7W0gN15QLixkkSzEwU9RQv4PHB037srHs4Yoj/IAYSBuZxly3EOlwFnC4cwnIlxZ/oZG8Ar286NpwlxGAC27FpUaoWS/fugy7Nky5AGIkISH0cljeZL2ydJNVDiArwDHcaQOFLLUTSfWQLEL/HBMgyifXqQijgHGvpWdmciTH83atizYgeDUyOxn/7C88Dai8G8s4c8VdPdnG089axcY6fz21iXj5qiHD9clm893C6Xa2bHDIoS0N6xRlLdMiNFrwhnZwvuvYo2esGMOZq8ajc06UnbVmwnnRAOb9cHC+6zSuATOuzXV6aNcwXLeuHMO7Pvat417WoS0NK8oKhzvFkOE6tBNuXLqLvkPJeVY6JogERgALIEKm1cq1jPDNzm/mGgs9H9ciRYj1DFfJWg3d9yldXi5zzP9GXlDhmq9yDFez4UfzSO9l59PxslyyjFqpCMgi1qln0lWCURl6nOVaAjBEHnIarEoCh7ySFGeF6sxdwen128rN/dFKCVk8arMwboPIgq3FUudw0NUf8+xUng+vO6VJrNtWIxMeMZndACBGo8xTfpfzAnP2J3/22gj4Dr1wPTZicQrtSUBcUsCcg8gT0kkKOIarT6fO3Foesj+ev35KnEfYQJ38AC9/pOFaM/8INwZcgVjiBFzKU/x95L/VYY0h45nKpqAw2sxw3rop94zwdHh/ybQyfSBInMYtIlp5cFb7sir/bPL7EuYng2b5NbIDbpXvexbuE+0EBBsxYTv0WY/yrlSU8TN1vO3kRUM4Cjtv/RTOXDVugUb5kBEYUtY8KVopFnHeA0bEmKW0aCAl4IceVK5rUcEMsAu9IgJOeH5UjIUaDVfSlAoHMnpIFIyrugDqWEIVA00oL3ogAECRuzsPmqUNG9Nc79PK7e4e1V8y9Qyo2S0q5yYRBgTKMyV2ZajduJmH1Px947lrXJkpDaPdaliuFOCsV1ZiUaiVWQRS3uTGHQ1WSkpPXLFtuderAQ284UDm06M0SoYn8oG4Z8tID/6BuS5QMTd45Qcos4uqRN8jq1ChKIGxVp5kuNLXDnNpD41cvUlrOLe6xL2EpEAof6GVEYo3u78ebOftINxAXLnhgEPe9HwgDQFXzvpN9Q9A7gZ6FxAvlB/uLobB3QDG4C59L+bPqGGGe3YAx4zNJDKWwyhLDmzTuazPwOsJUwsp/jCIdlNuTPETXNICroJ2jF1SaDxo5ZnfCFHyRUTl5AA3MVypnG4nUlZVbDzwccBNMLRCO6edxppJ6dCWrC30SreAaGa6NrDS0Lw9enABX/z+4ye7GAAGfx7bjQxzHXNv77U62wDw2vf/K1aMG1ml//0TT8GGmdHk9SfCPvbT12D99Ij73sgUDi30sGpSsm4XemUtw3X3phlcc+aK41rOoS0de+Mf34oPffGeoYbr0E6K0RwT8MCm8DYMgFXzdwyQblk+JuZqDRt4p1ek1wleUsDmE4Bw/FNEN1dGrkrUQZlCOT1Ru7ZzU14GroRvo6KqcNW2FegUldsc9EGzJMDkmWyyrForXLFtOZ5J0eMRA7/ktejTor/92pWDLsTEpPk2D4wV3gvumg145h0ANDPztwcEOZ6gXFtRG9P6lQcoVfCkHUDKmHkgLgxO5e8HTweI2czKHqPlFqWfqfgehGmRfeJnn+oO0vnbV01E14YM14g9qX3clDzTAqBVSgY2A/xzsH56xLXTyomWWOvGZC/pDs/T53Uza1POcA3uu4qBcv/81QGu8XyMYyHUBjwfk64vO0+hTlLAgZUc09CMRW37ztVnrsCaybarvH/ElCOGhc9x+CxQO5LuMmzaHpD15eG1BrwUXVR2VifF6s7XoF6uQ57Hrc7jMjxMz76v1/G3JQW4bls5jrXTIw60IDPR7c3fXlJAXjvWyjHbKQSTTCs4DVe6Jnx4zANfCZo1KiMpsNA1IFhqB8PdRGVcMhPYkmX80SDEj/sOzenXVFf+t9jhgmS4eikA2iUz5xSJF3ImGKoScKJq90ojKZAp7+ZMAFkj01HeMa2ftW8uB2GqDwXMKioDIvWKEldsXR7tiNDfWssHkretyBsqYuZB+ZcmH4x5ehwQV/CM115ROvbx8rFmpNPLd8F6ZSl2I3lpiQU73spxeKEINFx9e/ZqdIAn2zne/+pLAfi+Qn06jPBsNhQk8zjsYwQya8XATB1HLewVXouUS1BwQWsvKeBugquvUmmGK3+Wwt0oxfodwuc9kN1o2v7IAXD6pOeZAOj5bukmTHwHk5thuJY8a9ceWvuXiHhu7KdkuPo25s81AeH0EtDsfvAX9ssu2YipERPExgTNkjuGqZeNm0RbjapwMhvrFPl0Kn7zWFlHmtlQw/VJarf81TfcuNGyrJih9bcH9s3hq/fuO9nFOCIbaWSYtxvV1/zGp3BoweicPj7bwVXbBtOBPd4Wjk3NXOPgfMxmXeiWtRquQxsat7lugS/fs88F9xja0E6kEagBmHWXAdbY2iFFiFMSjHjernU4f8NUlFYrzyIJIBpC6V3u2WOJuSIjHyl2fbjGpfWMWS1ysEemHa7VAUOEePHu9Tg033PeVQb8Uz4tECnAE58olaoyOrdjzRznMYYi5S8BR79uDz0Mc61dQGMgZs+lwEE6LkE7JcYSAqdJj9SwcSUxSrH60jpIRnw3a1PvDejBIWof3s6AJyBx6cOkXi88WOZAX6qblizZMI/Q+BqHl4lDhGG9QnfyXBBPVAA+xjEElFLYuGwEG2ZGHVD3iks3YrTPBpoLCo54TmETdc9hpj0pqh+gx0FwoJ7hmmLeUrndOUGb8XTDyxN7EOY7/DPJz1Xsdyhgw8wortu5Mma42r95bBNfB7nOd32Y3UulvAQjL5MKyht62Pr6xsQupSQOQM8RxVlSdQ2RMBpTyMqK2N4+/+NtS26GagYoHr1dRjunv8MOM9LIcHC+544XlWEdNjKNn/zAlwFUbrBSUG7ybh5Uz+wEzE0idzwOdgDA2WsnTTnpJsJICqSDZikLWsgXmnF1Nh2kV5aiLmXlH+wyADxC+rWXFGAMVxVT9AGvwUq7G/wMKmdRVI4FLHRqbDt1Cw7cxToqadcTDy4R4FSUldXbNWzFleMtXLJ5xteR1S9TMj2XfvCQa+XzCV3/KW8asDiDUQQCU76NuoWPDj8z1rTp8mupTpUALgHgT79wj9BSKizgenC+F4DrfhDoFZWMzmc/243M5W8mIp7h2ilkwDEnixGAgiTazfu31nIjwvdn80enKF178DajBbyC19vjER95DVKuNKL+7qXn88kzjUZmQPbf/eGLI7cOoLLB3ZTQ1NWsnxB7ml4uhzt+4scjgHIzGq6mbl/43uP4iy/fL3b5SFdavEySL0bzQuesVMAzy0O3fdoJJ/v1l1zgonE3cu0Y1E7HizGEq8r/AygKq3+eyU0ses0o/lyk79FII3Os3n4TsqEtLSvLCp/81sOe4ZoPGa6DWLcolxwwPdLMnB7q9lXj+ON/uRsAcOmWGezaOH0SS1ZvjUzjwHxXuHACZmzuB7g+enAB/3qKMJDr7PaHDuCRA/MnuxhPepsebeL2hw5i5+qJk12UoZ2mRsu9zGoucow0BfIBUvuSs+u8tyfQanhJgR+5cjM2LfPeCQZwLQR7LDSa7XEXZzOXT4BGhtbmwJcQ3KngyRXcKI7BbLeHyXbDtQfNgYlBR3UK24JA3LBEPNCsK6NiTEGtgrSV8Dak9pCSAj6t/+/mi12aHNhVChixuunNXLt59Y9ctcWtEaj9+DXEPqQgwhIolnlH5BTl0wivkeQtX3cy57moYzAwtwAssWU7vUrIK9YZrZ19+7AysDz4OpyDwRWA63auFBsLlFaInUy0cuHVSveDW0qCgcDAkNwmroPBNuq8SWm9R+fyNOrmH0nAFbLM4j7aPsHJa7Jv+OMuMfuZBedyADMEeV061N8t7iTjcth7FHROgoepv9DPxGhPMVvpyLKxJh4/3MGaybZfd7O6y0+VBFz/5HWXu9/D1u23GuX9IgyidiJWsUsPcFUExJjmMYFhWCOywC7cxloZDi/4KPCl3e6QEbr9dXSc9EWkhisw2jTskF4hAdcPvv4Km5Z/KOqCZhGwyXcK6BoagEOGawUDzlFduXs/DSrhC9sHzTIDTqhdQfV0LE/E0dwqC2Q1Mo1Mef0c2oHMlMIv/5/bBMDJO/f66REBzKXaXCkjd1BVlQ2WJcExahtXrsQLw6UbPERGb8QPlPTCFuOIkgOLaU85aBnZBSNPQWD7ivEmxizjj7cZ5UVBsyidB/fPi8V5WRkdzcMLPVE//lLpWiDa/Qbg1VdtEfUn4M0AkuZ62gAAaDBWASjodYLpRVlVROX3bccH0GamsdAtXP/k5y4w+QeSFODtSWWn8oa/cYCYd1NiU+ZaOWbnjeetcX2M37eiMP20qqoIAKc+RbvBmVI4ON9zzxS9LOJh3EsKAMB8t4R3D1KgDRteZqWAy85YFm2YcDkON8G1k7SeG7+oz8WRROka2iQhuYWwHehcerEYF6rSvdD5uMFNyF8kxq2p0QZGBcP1RLyqhnYibKFn9JydhmsuA20MLW2dojwiYPoL33v8pAdyIsbTfLfA2WsncXC+e1LLM4gZwLWXAFylfE5on/zWI/jpD37lOJfuidm7P3Y7PvCFe052MZ70tmy0genRBjYtP3lSGUM7fY0zuQggkSSQBECjAhCCHaclgGG46qR3IsAZrnS+XGvwPzjjjuTBRHngpQS491hYdM6yJCMvwZ95xg6868Xnu7KY8sg0uEakZ26y9Yo9T6uAGMLaqg64GmtmomxURcqTg7pKKeywGzROPsG1hddwXTPZdgDWeeunXDtxt3oqEzFcKw9nBG3szbk/K1/v0DOWwCe+dvF19+eRpB4PVObbwDNcFYBDC11H8EhN80UAJ9bOgnmrZHn4b2946jacu24SZVVhy/Kx6Hdag3M7Z90kk4GTIHqdaWXA9ZABGsqqEWnJtzevqzkvlLWjW1snKZDSZCYmMZlw44cSfYLWprwc5jORbnBM2/tCa1p+v9y4wdaaXNojzIv6qnLXc4ar/93jT5K8RMfXTo3gof3zeM4FazE92hTl5ekBMRZF92vDzCiamQyCd8tzz0m2QdhuZEMN1wFs28px/NQzzhSAVlkBl2yewfN2rfOoddB6o80chxZ6rlELi8RzfUT3sCvG3FReb5EzMVuW+cMZrqazwebv8+4WaQ1X40ZcCTCQyk4PdzcAdKsK+OXnnWOYqpbJx92JiWlH3wHgj//lHnetApK7NyQg7h428dJW2D/XQ68sXTs47VYCjzKFxw51xM4Iz+Zv/t21yDPNAg75tDlY1O0ZAKksK3tvbN1Y1HYy2t3lwKQvs0+fvnNJCBoI6MEea2Um6iEf7KEcIG4PMIZriaI0A8TUSAO3vu0GAf5T2Q14XEY7ayIAVlVhtJlhttNjEw87sbDXdHul0+IlWzXZEu1RWHcIYmUD5oW23YqbE3AdTsh6lqlLL+vKPhtuJ9Q+F6Wtb6vhJ26FBfH/4sv349x1k7jCCrArRZICpUinqirX/indKv4ccDca2iww+XtwO/VipI0B0gQ2efsyeD1YM8k6tNATkwqF9OAbAU/K9yt69vkmg4LCb/7gLvFirXPzof5NO+703UzWZGEoC67H68YAMVb4AF0AXARbKu8yy4xOubLwMS20n71hB7RS+M4jh6Id1aEtbZvvFrj6zJXYvNzoZDet7tvQ+luvqCJXzn727YcP4r69s+gWJQ6cJKBT2Rf9wfke1k21cWi+d1LKcSTWyMwGWbshp67z3UIEiAxt14YpXLltuWP0noo2PdLAvtlTH/RequY2bTONT7/5aSe7OEM7TY2DNrTeknPhmmscMAK3PuMAVUMrQVgI18Bew5XWi/63KvgMNSXDOAJ8nuz+BgNK7OXcG/W5F6w1edg58Egzc8EZDXijRVpVJdmmvKzEwCSjtWCaKSrn2/Tzf3rFRfjxa7cKchRg1rJUhxD8C+tOB0iSrFeUwVretEketGfKnZ/fLWpXWk+UwboiDJBFbcQ1O3m7pWTNqO/wOT4FcSMM4tCCZyGPNOolWDg4HYKa4TrHlUkD1+1ciemRplsTTo82BCtbQYk+dNP5a5y+PGjtoeDuu8dfZN8nL0RAiTWSXFv5+99jAHdodOTZ5611dQeAZ5y9ChdsmIrOTwXLDteYaRasOfbWm84Gb9HQ7Z6fb37i/Y/W9RJkBSPV7Fg9jgs3TttNCylL4dOx/dHGJqH0CKBXts8IDAzBp/3j+rNXu80LKVEQg6VmbPTfG1rjN15ygbkWlWjHVZMtd807X3geAGCrjfdD5eB9vSRCVk2fOR625ADXddMjeN01WwV4RjdtvJU5wCLs5GOtDIcWvMs2MfMawcNHXz2N3mrJsIHMu1wzsMp1NnoYzGdp2Zp1rrnUQcUgYP/MMhno69ItM6gqwzAkd3vSviGjlxEgX1IAnF5NSsM1z7Rjc4ZaF/vnuvi/X33ABM2yeee2rSiP8MWolXSvpuMuphn8p2ADW+ZowZi69BsgByn3wkAKNJLnK/jdEUd7Z7//5b95Cm44Z7XV46xAUw/aFaP8aBJgJAVKpptjFn37Zrt4/2suxfVnr0Km4aQHAHmPaUCnoEfNTKNjwXXHwq6823mvLCO2c65V4EJu+3SmbfE9YEnnayVf3gu9Eh/92gM2aJZsW9+WHvTUWqFt5TRo1zDTwM99+Ks4a82k0xcFvKRAtyixdcWYGfDgB0o+kPrga5zhWom/tYJnuNL9oYmn9j3KtGfMNqVPkqugzYOFbuECrpAOVGqXLHQZpr4r+gf/XcXs4KqSriKu/sqPS/y7UmnRdSortRHXn/KTXbNbT0EU8swHzSqqCpuWj2KiFU+i+HORkkJRAB46MI+P3fZgUu9naEvX5nsFLt404zZOhhqug1m3KAUDfjE7vNDDfLfEl+/Zh7/40v3HsWSL24H5LlaMt44IMD5Z1sw0DiYkBSgQYp391U9ejS3LR/HYoYXkXOxUsOnRJvbPdbFvtnOyi/KkM7rn7TzD/rnuUO93aCfNlIILFpVrbUClhGt7CABwF+KKze0dU02rJMuf0uFEiTB9GhLpM9daLNIawfqO5r5mHaXcXJcDXlUFp5sJAL/9yt192sTIwylqIFYnOuQLG68H241MkGg48MuZfDyZkUYWEa5M3Vn78/oS+SdYHyjABeDrsfWir5skMBDI7nRyqziwGK1DqFeEMng0Rw/BQ1Zklo5cDxPGRMQpTuzxDFfzfa5TuLqtm5aBKqnuvFw8T7JIw5VhJAqeIKSgsHZqBNezQGgk+0Dtd+U2GfzSlFX2Ozp+/dk+HaU8s5qXORV8KdcmdkxUvwCsfe8P7sIZK8ZcnsvGmjifaQrzOoTG7wkQM14BDkwHILqWn/55jlnckRxB4u8VEy0TiNz2a46DsSEgKn9EFISXEOHPov/d/P2cC9bihy7fJABQBf7UmmtfcOE6O076vt/IFX7wko0ApAcwT1/Bs4K3WbJZWHe6PnX8eNqSnXXQfaYo3GHU8nv3zorzRxrSZZsePj7g0kOgIINmcRdkwO+8UZAnGqRS7vzEuE258ZN7N6dmm7op15k7vdK5Onz4DVeBgjhpZQYFzjjVFoBJMeiozlopdMt4YUX1ocGSD/B8gdLQ/qGkyQLPi08WeJV92wU7R+xlBGWYnKZdvYsHP58/HBycDC0aMJRybh0V4gFvtJkHO35K3HtKq7Tu9wYAtSCmbZMPfvFe/Mr//SZGm7l7sZAmLQ1QZNS+1HcbmWb3k87xZewUlXiZE7gvXOkZkJjSEvV9xLfT/Xvn8A93PCqA4wqynaldTCAzG7m8KB14S2XYP9dhLzzlJAUWeiWu27lKtDcX4KayAYbBROyl0o/GbjMgzzRaDc0miOEGC2m4UtAsnx8l5pncpl7dokRT7GrHLxgAEaBCL28H+iuF1/zhF13wGWo73pZiQ4T1b7cRRPXRvh0jhis8a5ezXSk/7kakNRyQkmntxqHSbtaE99q3Qf1biCbTC93S6v3Unjq0JWbz3VKwB5u5PiIg8XS0v/3GQ+gWJTrF4OzJQws9LPQK7JvtnHRX/gNzXUyOLI0AQg0XNEsCC1qlPXe4TbQb+Np9+3HTf/4s5runHtN1om103C98xyewf8h0PWb2X/7uOzhovVhGmhn2zXYd4DW0oZ1oU/CEHs9wZb8n5l5KebDHALR03J+fZyraSOApPe2sVfjtV16UntxacwFWGQCk4Df0Q6CRz5djYM+kFrpUp4IcZwpuTq6AaF3JtRopTcrv6u0rsHvzTHLOyufDdRJargxE+mDgcorok1tkmNeV3ke9sorWOSEwRelmWuHSM5Zh55pJdy43/q0Q99uDWbxpQ7fxz/7C02IgHDAAr/KSAhwUz9m6SMF7CwLAmqkYcOVtx9tKSjUE2EZwHyiQc7hmB4Dn71onZP347wq+X4TgHgD8/o9cIvJN6YsKl3jlzyWSQbQ2Cg6SNyhdl+pb6bVUKCkgf02ty8L0IpIZ5HMLMAxF+f5BVYieZVgGMn/26Z7Ya8lLWmBM7PnnmIXPK36GqA+HOAU/5/z1U86DmUwE1Xa5yHaouw9JyRP0HQ6PuS3ZWQd37ycdQ8ADm/ftnRPntxoa891SMFyVkkFm+MC0dqqNq7evMC83yxTTygAVxFIrKw9yhUAVB8YAuRjg5xBKL2n3tANGwJb/rWTn92zeFNlPKThqvslHYS0bJGl3rZtkuPqdLqUk9boKziMWJT1sAGfk+ZdV6LoOADOjTdx8xWY2aMqgX3QvOZBn0gduvmJzxLwMH0j3W+Ih5PfED9RBekqyFAVrWZHbvkKv8CzcaMeTvUh6THuVvxwdwxVwGsEhY5k2BQDjqkJlUbadCOzldcrsy11M4GwbE4uV188xKhmoHO4cUZ8gsNm7uxux/zrNKSMpUKBTlEaE36ZN9ysFyF+5bTnGbMTPkA1NYLJhuMry8zIYANvsjIYSFlp5DV9qaz6pULa9UqPwbFe63LqdfS3dXniQMO5CA8j+ZIKbyfKH9dEq1gbiO3MVKvz8jTuxatI851xrWimzKUIazg3tJx00dvAJA68X74OhmWGmwkKvcOPB0J4cNt8tBHuwlesjAhJPN5vvFvjIrfehU1RHJL1waKGH+W6B/XNdHDxGrvxlsNgb1AyLZYkArpnGgbluJClw+RnLI62z0CbaOe569BC+9eABnPW2jx/PYh6VdYrSaePvesffnrJM3KVm7/3Et/H4oQ6WjbUw1spxaKGb1NUb2tBOhCnlXf9NcCol5lkp4Enx4wK44ICiTjK36fTJdgPnrptKAgw0T3Yb+IxVxzVcOShlpske+JRu5bQuieeXKXOED0jgpS5Gh9SYpTw98OPqrkKmYHwdWTPXznuU6uDXqf78XAfrPZh12J+/8UpHmkFwnWO4wgdu0krhDU/dhudcsDb93mZraL+m8ExApYKYI/BrNa2MzqW9TYyEIV3riXTBf6frlTJYAbGbW3mG63aulEW02a+dauO1V58RtRsQAq5SGkOx9arvb/7aq89cIUhPpg39eb6/+PVSmAYdp/U0v3ccwPPHmKQAqwnPh5eF8qQyrhgPdUmjLEQf/++vugSrJ9sRMJkCmcM6yTRVVEYhKQBEz4ZLm91zraTmMD/HkdVg1rZOY1mRZzR5D/u6uGcoUV437AX9lDOVBf7E+wHDR0T67B6HY2iqJU+ElADZkgVcaYea3BY89T59PjH0HMO1JCDK3yWuX6GVwrKxpgUxPcP1Q/96L/6/f/wutFLYP9vBP9+1x+4qpCUFaKDkizGnWar9NeEOmIIBrBZ6RTDYeEYsyQ14F39PzSf7d9fvEO1AbsWh5Vrjf37ubl8X1s25u0uutdMJJRCN6sJNKcmMpXaZGWviV62+Bp3nouQxkIdHXqff+C4ataPxno8jYXLQyZfHtyEf8FxZ2C4XXcOBNALfqe1L0tBVqQebxLeNFIDsa0BR8qBZBvDrFqXbYQIkONd1LEUPXGY2gBmdSwDs667ZGoHQtLNoGLz+RwfG2YmfUhAvYMBvAIRum9Q+dXqfxHDt9Er3Iv/72x92u2R8kkkszBddtN5NGsugnypl8ucMV0qDv9R6NmhWycBd/gIw0ghw7PBOr2QTytgth2zv4Zh1REA+d3txxVZKTAxNG3FJAfkyAVJC3gmGK2PtlhXwE9dtd1IOmuVHriFdO/aQDIpSQbCz6EXonw1/i+SGUVkZNmQjEC4f2tI2A7gOGa6D2r7ZLvbPddHtlfizf70P9z4+u/hFMJICf/6l+/HfPn0XDhwjwPXgfC8pEbKYzXULtHMTjOrD/3ov0qPfqWHthsa+ua6TgCH709df4XTB6myi3cDdewa7PyfDFrql2Oy49/G5Pmefnna0cgv3PD6L5WNNzIwOdXKH5u0Tn/gE3vSmN53QPJXyEc25dyRZnQuyIEUwL6dMA+eum8T0SKNv4ECfVmJ8r8SHWwdSfnx+TAcJwPGgawDi0Pw7BKkSa3Tjvebn3mEJFTvIiUGUHoE17hiTXHBsvGidJnNZPtbEN9/xLLFmTMk7cN1KsM+LNy9zpBlebq08sauq4KLACw/OuEnEOryo4nVBKH1G9ZcApAdQ6buvB7B8vCWAK1rT0zoojD/zmqecEZWRyuP1eOUt5/35B3ZvwJmrx901VKafevp23HzFlkQr+DZzX0Q7hP/ScxfP5FXJsoljQSB1WV95r/gandZ6v/mDF4prUpt7Jh1z/IZzVvfdKDHlkPeZFy75G/ueZJjy78ozo0l2w0ktcOBUcckAc417FmyinI0cPh/y3sTjXjjGOVkN7mGdSYarqAerc3Kjhj0HJ8uWLOBKDV/Rvz6u+4Bp6KIsXefv2WjdUjtH7s4QG6yCp9oDZiKcaYVPf/tR/PN39zCGKwPn7GdKUoADjBQtnHcQcq3INEkK+N/4y4VAE2LrEaioZb8WFu5ckOVa4Z+/uwekW1PHcCU3/lxLkDhj7WrqH+7aJkYuBLsa8JotHMCi9Lg+JaWZcvng3/lusZOdKOEGGBVc4yUFjAlJATvgmKBZlWW7avGi53kTEza1s0b9gRjauT2X9wXJcPVMVNL24QzXwoK2mVLYuXoiouqbPhLXz7Nv/Ys23DkSkgJMRkIpq2FMkwl5C9DINOa7hd00MGn/zqfuwnyviJ6989YZt5qMvSBc0Cz2Yp5sN4zIujWqC984KcrSAq6+FQRoXsLdt0yR24xy59W9uPccXhDfaXJoJBzkrr7JSzKrqY3CHVFuIaNUAbhw43R0Hv0WsqC4q6RWZoOEwGz+Eu1Z7V36Hqarg3sQWWXAOT4uDm3p21zEcM2WhLbnybJf+suvG8DVttEjBxcWucLY4YUCX7p7L7776GEhQfJEbP9cF5NMQ3tQm++WGGlmuHr7Crz5I187JmU5Xta2gV9GGosDC6FNtnPc+cjBo7r2RNhCrxALr/v2nrrg8Mmwqqrw1r/4+lFde9sD+7F6qu10coc2tHe+851473vfizIhsXY8TYFruCq7Ae5/T61p+PrBsxT9OuaZ56zBRDsXQbPMdfHcbBDQISRW+LmjLyO5HtM8mNYPUdkXzy5wSac5pWfH8jlqWUm3Z8pPsbUDJyWE8+0QCBL1DjRd69Z1nNjArVdYL0C27gSUYwJWMMxA8j7rZ7lWrl/QWskBizbtRi7X4KG3JYGAknjkJQV+4cadzjvSpKEdkKtgAFfBdu5bYmon2TZUZgCYGmkIUM3kCZy5egKblo/a4/Jaih0S5UNAP3x+zUzjmjNXxOeydS1PivdrVx7WfmGuYZ8hAhzgiUkh1pEMmhX0Lai4Nyml8MrLN0XXevA8OB+erOfyllLMYmwJvXLd9Qyw9Pc9tUZk44QKAVmer4ragf6MYvqw8tE9oT2bzctH8eNP3erS4J7KqbLxfKgc0f0bkIF/rGzpAq65BzeqykcjD3eCyAxA6W9EYd3vJMLObojyWjFew9Wnl2mFhw+YxRWP8B7uiNG7nEeY953LA6SS4arcMWIHklHny7RlqVmmXsZcU3inchqXmjp9uj3pRUO7gKIZ2d+NzLxo80xj+6pxV08qf5eJTfMk4sHBP1hcf7KZZ0aqIZAU0MrsPIXMS61UjPQhnmiED5p7oMUDSaxD707ANUkAD8D2ytLqYMoXPTetDSjeK81Dzd+vDnBFhaIy7d8rSweeA3L3jEAP6hsE/FK7lxY0lJpQcoDLLDuZg7HkOsF3lyOGq+sTlQVOfdlKtqMbgn+NTNmgWRaotUk+fGCBlRF4y7PPwvt/9DJctGlavFjDvZNMK1x/zmrs3jwDuun0/PryVg4ELisfrM6/FEmuAo6pbSYV2tZTJQdmwAAT3JR9I4QvWPcSUXKH0bSRnDgv5jWqlcIPX7FZHON1CtuomWvRJlp7CRGu70PyEMn82Qs3+bNNZb5bIM/0Sd81HNqxs4VuKVgyQ4Zrf/vktx7BvY/PCk8BbnVaofPdwj1bxyqAz9EBrsrJSFyyecYeW2RQOonWbmTQKm7nQWyi3cD398wi0wpjzVMTdKV3xbaVY5Es1ulunaI8qjbJtcLn7tyDnasnMD3SwN5hULKhAdi9ezfe/va3n/iMlXIMfQK2QqbXRFt6Ksi1pZSV8sxGqeFaByz2k4BKSgpAufUhJ8com7iyCIsM7kPzx8HeJeTlyYEasldevimaY2auznBuzLROScnEubLz9d4irxDBDmTphl5dPJluWWLNZNsF9vEu2uasqZGGW8PxtQ4HJV3+2uMT3lOP2t2cz8kn1AfcOVRH1ga0XFauHl5mDPBYhraL426vxPZV4/jGrzwr2WapNgzX1UKaQcmyKQVcsmVZ3zR5sOgKXvJO0XpNsXsP4JLNy6I+pJUlWinZP7LEPEIQYaI/5dqQyvKfXn5hbflTz5tCvMbmv1G6L6N+lEgvTFcp+dzSOa5fKPmb6NvwxCoVtoE9SYH6jk/Ty3T4cnvylmxrMTa5ivqy8M0RXifSGD5z1Tgu2jQjf0/8HebLLXkvTuD6dckCrk3GcC2rCmVp2YI1DFelDMOVwKFOkY6U7joo/D+jsakFAJhphUcOzgOA63TEjgP8zU9JCgjABb7j+rKahHJtokpKhmvlQDmSDyBJAeq/vFNR/biMQcq8UHhM4w5a0rEw33jdNrZLZe5Ht+fBHp5EHQBqJhIuabQsYNQrJcM10woN7cGdX33BuQ4wo3RkKSGOS9CL75zKi3i5zcPOWctcUsDIHpDEAplpR9vWymu4KiV3eLimb1UZsLRbSF1WnjcxXBuZYZjSgEzs0rIygaLcpCfYSDBgtgkcxjf0u479qOWOF2sWAu6KMtTVNcBzCpxTygQ4mesW7jrHmqTATbaMl2xZhsl2wwz07KXgdnWDMvHnlj45mE2MYc5wVeIeeiYxAZI5k1TgAVr7GYGzJD9C7o6OmQtABSNshcqVte5ZDDKJrALwGy+5IPnyIGYv1Zlv5DiGuIJzfUrJcZiXr80rNQ7YNBZ6RnOw3wR+aEvL5ro+Ki1gxuOFIcO1rx3uFC7IQqjjWqcVGuoyHzgGgbMOLnQx2T5SSYHKSgpk2L5qHM88Z/Vg49JJsnZD24jUR17G5eOG3VhVFaZHm4tfcBJt47JRPHpoMLb06WLz3RIP7Juv/f3AfDc5/98wM4LbHzqI1ZMtzIw1o43ToT257cMf/jCe+9znin9f+9rXcNNNNx3VOPJETcGvX0m7MQwg+/7XXCbXNEp669Fs26077fE8U9gwMyLyCi01X6PcOUHHz5nhgspy5lioDznSyLDMjqsE7NE6JZWXaBNFrFUPpJI9dcdKB66Z66uIYepYeQwYovpTfV926UaXF4AocF7YF8R6Xvm2zLSRbeO/ubpVhon37h+4wOWvlHLrtJdfuhHk8hxifak1rPPcDQB5qv3MmN9gJaCLM3OJZOFZkfHakWMG5GFIaXWKCs1MY9RqvKdYvaGFJJOQdetZjOaTwOmUEelJks4qfz/4PVD8d1nOVp75/sWOh0zu6Ngi9a2CsrFiROmS/esvXR/1cUUdF6ZdzCZCmvgTYkw8jZhdrNw1/BkSuAt8+9EaOGS0Uz+mGEFUNpIgIMBUEv583gAE+57KKTaagrrRGEOB4lOjWdiOQNzfxLnBMQKQT5QtWcDVSQpU3i0bGIThahq3Y92ahas/e6kBBHx6SYFQU5Qmbm5nTskODviBvxfkQ5/0wKY0XPPMRMvjIFdpt6cIAFPKBxPSKg6C41zGFwF5QqFw3oqhWzExK+XAbj67TlKgjzsyM3rRUt4Ny0wMJQXoJUX37+Yrt7gHK/0ClwMN4DFI0rHk9wvwA5Yg91ZSV4RLDFAALf5w891PukehazzgwUTqu41MO8F1zcpLaRNDuplRnzSDUMPe2KICrjlzBS7cOO1eUty0Al515RZsWT4q6kcAgZtg2Zsvd4lNmYoycOWxzw/XJ+Jt2dDaA/4MxCzsRgFngvp8GOAa9B8OnoYSIuEAS+zPUHLA3EP/gtDKMFxz7TdMqB+kTMpcwO1er5pouQUyv98GrGZ1YPd0EGCj7pTJdiP5MjYMV1/n8BmiFyXtGpNECTf+XCwkAgHRi8tICuio7Ye2dG3vbAczo34S38o1Fk7BiO6nir3sko34uWfuwF2PHgYQs+DrrN3Qbuw6Y8XYMYlKf3C+FzGjBjHS7VXKBHM5VV3uAcNwbR9l+ZaNNTHeyjHfK7HD6sidalbZzcIV461jJjXxZLGFboHHDi1goZcej/708/fgGw8ciI5vWj6GM1aMQimFM1aM4V0vPv94F3Vop5C99KUvxUc/+lHx74ILLjhp5VHKgw8v2r0eCgNICoDNFxUjhcATIrSdwH/2F54u8wvyT3myhxvrXMMV8OttThbyoAhwyZYZ/OwNO5wLNF1p5peLzw9Jqg40/4bXfzW18mlUFbnlm+NcPsCBsmwOTu148eYZkdZi3iDSXdn/lSmF7avG2S+yfuEaQQHYvnIc//Bz1zlgOCZZxflzDzYfTNfmaNfN462GSIP4PlQmWk/xTwKZ1k0bYJ5iWlDZ3TpIGUIO3xweZKofElYoX2orAaolrhf9XnnNXiDW/zV90K/BOdDO7edv3Ilfft45BjthGcgAZ/G6TNRXeWxGSLdpjjfENQqPrBhvxeB68v4zgFS0ib+3In0VrxcpDWprv9aWaRMAa9bpsm/6c+QaXAF4/oXrHHYg19Zx3UNPLo4RKVd+345U5tQa1Vc50d6JdgjLcrJsyQKuHi2vBLhUh/GZzuDR94VeaW8mB0IZw5UN9JUF1ninjzRXXbf2aVF5GplyDEX+m+nUlQV65YBOQGqnV4rOzxmuhe3cBgC1EegDsCx0ua4DeZyGJXMZd3nydrQDsWHVenCRGK4CAOuDt/LdWv8S94CRD3Am2Xr8HnD3+vBp4qxUX48KF2+eETuk4YtBCJkrYpn6gaks/eBPoDC/Pw0eSEwZhmuv8JEpyQiAr2AmW3mm0C39veVlAODcwhu5YfkSzZ6kNZaPNXHRphlMjTQEIMnbuJlrt2NE1gmCcSnErEdtR0NaDNKAqmw9uD4RN+72yd2NClv40N1fgV7W5nsIyPrB2YPibkfeFdjUguQOEKRB9c/s/TB6vKXpy/Sfqh+cKQLlP/7801x6SgHvecku3HjuGlsmf34YNIsD9oMAlXXALz2Hob3mKVvc3+FGDm0g0X3jDHtuHKj931+6H7/zqTtl3jb/+W7ppCiG9uQwE83bs/+GGq711i1M/9+1cRq33v04bjp/jQCDun3ajWQb3vbcc6xW2+Kbk4vZofmeWIANYrnWODjfcyDmfKDhe6pZ6wkAwo1MY8uKUXzrHTdizVT7GJfsiVtVAVtXjmGkkWH5eBOHh4CrsPluiYlWjof2p1mu3aLEYwlW8NrJNm6+cgsA0wdecVmsize0oZ0oU1Bu/UpzqVBSIJxTcdkyWssCfr2Wuq4O6OzLcLWffK2llMKZqyfw4t3rxTECahSAs9ZM4qWMqRiCZsnMmGWKBWEO66HkHHO0mbmNTbfmhWTfumvB1xeSSEGbkylw6NdedL5Yl/O25fchuhCh3I1Zi+SZxpYVYy4tWnv4s+J5tGb9QnqLerCSr1eJWaoQHGNrGlobKuUDanNQPGceawrKAq68nIubDu5XI5MIrFup1SQmSVByzUTlpetTGp4pDKiVm41aWmOScR1djhlINjkvm/m845032rwIS+AnpesVphPWU1xWhX3OfL7+2q0eR4jGiLjtuYxGqq1EeWxfhTLeQHSNySpYR9q0n7J9hcfKlATHw7JzfWRKTQK4KnjeTF0qhgGlyp04Ws9wrTl+omzJAq63PPcc/PLzzrEMV8Mi7Meo1FqZoAR2st4tjF6m36mqxA2hDkQsVGJ0kvGBjuvJkHGQqJlpx/x0icPT+7XyLgfmWjNI5lqhU5QiL0twNfouFvwjhisNTrwc4UKuDuQhwJQGD96Wkrlo3fszHQxcJl0CBsM0QlN+FPDBe5RJtywrVBXEwl8rr1MrjgXUd5c+GzD9YAC88anb3As6nqAQUOyBvbKqxABDkgIAZ7j6NPhuYKaBXlEaJjIk2E335V/u2mMkBTRjuLLRnu6X1wjUrlxa+xfGuuk2tq0cc+VMgeRukLM/nr120ukzNqw4K1VfB+1ML/+Q5W1kFdKDWIPtaJnJhTmvLCvRP/gLmG9scICVtxm7RREoywF6IykgQV0Cq2lHXWuzGeI0bBV3JZL99xu/8iy86KINAICRZuZeCJlS2LJiTEhBUL0oPV46Kkuu+0l3QLQNN89uiH89d92Uv1YhuF8+PccgrxKT+yDfOx85JH+349N8r4jGxaEtbfvGAwewfKzlvg81XOvtgNVM3TAzirv3zOL6s1fjkYML+OQ3HwaAvlqR9O58ye4NThP8idqhhSNnuE6PNvDwgXkHsv7QFZvx7PPWPuGyHC9TSmHqKAKDkV22ZTmaucZdjx6OxrVTwX7smq14z0svwGS70RewPx1tvldg68qxWlmBblE5wPUt/9sH19IaeP6udSekjEMb2iBG6wRylQ0DDEcADDM+v1eQnn/RNUmQQuGTP3ttMm3yvBPsS5j57uVnLHPHHQwTzDE5QFNVgyq4wjF0PShUD4xMjxr5rpRWK61zKN/Qw4wnzbXqQzO6sSpYH5ovfr0qknPGQbxwjenKpBTGWv3f1TzGAnnucnALdh5+ztpJlq4E2QiQp7blknlkPEgypUFrG7OpzFlI8to0gCXXBK08iPPA+shiSwelfHBwcRxKtMWg0iChy71jzgZ1ycXz6fN0adjjKcJKItP04UVOSaW7erIt1rKhhcxUrYxX0MxYM8K3fDn82pfA5n9/41lRFcy626+veTmoXSvE9yZZd9tFz18frFeDZ8qMI/JYlBbiOvtxSt6/sDwDOGEfU1uygOuZqyewbeW404kpK+mWEZpWwGynwEhDo5lrdAszyFyyZRlecdlGew7p4fhOqZQF1jIJrIW09LBzOWCjMg8vv7G8o1YwnSMLdlq0shHGg6BZpR18crtIUyC2qXevF+dXwO5N024hFmrHkfko7eZh4f0w1I8hoJOz9yjLuU7Pfk+7+qeMDwIU9GfZWBMbl42AWtLX0V+X6XiACdOkv3k5S3JVUZQrO49PZpTR7yUsvEKFh/bPu/YlsDGWFLBtaZlLhUV4+XkEHn7h+487t3yKvskZkEnA1c4oFJS7n6+6cguuOGO5rGPQHv4lYX78L6+4CFPWfbiZeS2okDBME7qi8qLqlI8QNA9Gr4bo0xxI9S9SSsfcCa8dZM6T6fGBl36hvrmYpACfHBU2YJRpa8PylYL9CnADvZw4/PtnmxcRadfwXfDHD5GGq89Ts3Y3lfBlqeu73EYTwV0ciLzI6E3PDBl/qXLt3bAU/GUKSDkUfs5CtxwGzTpOVpYlbrnlFrzsZS/DzTffjLvvvvu451lVFT7+jYdiDdeErMTQgMMLBcZbOdZMtrHQKzHeyvGRW+/Dr3/8dgDAvgFkAkaamX2XHwOG60IP44ss4kKbHm3iwf3zaDfMYPK0natwzrrJJ1yW42nTo0cPuN7yvHMAALfevRev/O//grnOqSWXoZQJqHOsAqk9mWy+W2D7qgnc+/hs8nfDcDXv4D/9wj0AajTIhzY0a5dffjne9773ndA8lfJrClo38rluFs4ZEYMzXiorTfiR+ckfMgVsXzXRt4wpbUsOVfH8JHgjr0lFAU/BsJlSYh0drqX5fHTZaBN7Z7sOlK4szMMJBa45+VxWxXNdbmH78fUXX9+HcUPC9s0DRmiYLnnXve2554i8w7IZcNRURJI4vHemVsA7XnAuAPteVHINRbEzqG0M5lCJNuZesc6D0ebVtRquvj71/bKuzibQpcQJwr/r0qT1aN1ax7Sbx20I5O+XtixD3M8B7/6euifcDDmJPQvKt9GLLlqfTIPO00E5Qu9j+YwRJsDxI/NZsL4RbhIACldsXYaP//S1AnAUbv/KnMfxr2j8ofZN5OOeB+Xbg/LgZU/V7R0vOI+VgT+ryrVRlSAF8XTCv8O25b9T+q+4bBN+4rptURrH25b0rI5uMLFb+zIqlYmY3m5khnFalABkJ+eBfQiYIFr9stGmYP5InQ9iJaZGkyqKqEuXUuArA66ycljwJ8uMpEBIp1fKnFOW/qVAguHkak5WlpUAfBfTcKWBn09UU/o+ObFqbXLU9vvmui6d/vfDfsK7Viil0MyMpMCX3nYD5e7OzwK9SHK/5y+M3/zbO/Dle/bJiQH4YGBe0eZuhTuY/gHndac8H9o/j//39Qd9oKoSYncZMC7+/GXngmYFeXHm8aGFngNOM+UlBfhATszhpnX5ICYz9a12I2NauIGkgEoPKplW+MDrLsd4K0dumbOmxeWOIl1PrvhUQW3rl9Zw9XIHZNT16AURMTWVByh/YPcGF9yLiiIZrpRG5erirXJgcMiipbbLieGqFHpWp4ieJa18f6G8//bfXSv1UN3fCq+75gwAwFXbV+CSzTMoCrvPx9ICgNvuP4CHD3jAPkvdFAB/+mNXADAyEaldTsfQ7jt9lAxwMpqokZ51avJrxjP/vRfsZNHzZDRcY72foT1x++QnP4lOp4MPfehDeNOb3oR3v/vdxz1PpRS+9vZnimPNXEeBoIZmjADOkWaG6dEGVky0sOfQAlaMm3nCIO3WzDWyTAvJoaO1o9FwnRlt4IF9c6e0jEBoTwRwJSvKCo8cXMC+uVMvYn0r10vqfpwom++WuHDjFG5/6GDy915pGK6cGdwpyig4ztCGdjLNzJ/keovvt5EGZh04ZVYw/gcCyCJGpoqvBWokBWyClO7Tdq6KynjhpmnnFi9YuIn0eBkHATQ8w9XPUfn1bNmBCzdNY5ll7Ik86XqxRpRtTWUbxMK29GvK+vS++svPxPrpEXldUFDS/FwshgN54wHx2sq1iTIgWDPT2LRs1K03BLAG377EcOVrh5KBZMbDUtadr+M4G7a+3HJl0sp9wPF2QwftmOg7QbsXlQ/WHLKmHTvTnrvYLIqDbtxCr05iP0d9LLyOYQlh+d/3sgvry5EANVOkodSx8Lkm6aFQttCcb/IycoL1fZ/6TCid6fu4937lfY/ypUvII5jubB324LcM+LF4nFPKB4evSyes1DPOWi3wrFT6k+0cqyfbw6BZR2IKCocWupjtFKiq2H2em1bKRGBuZJbhWroO5tILOhzdoE6vxJYVY/iBize4c0OwxLzweH7ms6piVqnbodBeUiAEcxQMqLnQK0RefIehqNJBszgAwiPdA0i6f/PjHLj1afB6erBVasuaT2L1EMOwzvig4QAoLSPZcSNWrwBcGauXjn7yW4/g9ocORjtq5gVukCoxaARlEkAjPBuTtwOxkf/u9kcid4eG0LW1DNcyBgU5a/ixQwsOOOXtmhpwieFKrgxpxnLYN+WuZ+7kI+AYipRuapJG5SBmKE/dMFxJw5WDvCoSW6crSVKgFzFcvdv7zz1rhwDsf+tlF2LL8jGXNs8/PEZl5i9nxTLhz1ymFbpFFeyuK9dfKNUdqydEHk4oXBm2PWBE+Z9x9mp0SyMDollaAPD1+/fjd/7hTtcP1k6ndQSv3GaYyre6TQdpdO8Xwzm1ghD3B3y/L2wZ63YPY4arHCcVTEA/HbBoh3Zs7NZbb8U111wDALjwwgtx2223nZB8J9sSzGo3MswNg2Yl7XCn59wCv3LLMzHWzLHncAdjLTNZJ+Z82hS+cot5vhv6GGm4LnQXdVMMbf30CDpBYIxT3a4/e/UxS2sQFvKJMhpyNy8fw7mnOMv4ZNh8t8Dy8Rbmumlt206vxN7ZjhivFnqlkxEb2tBOBRPzbAsklKWcO8dAj5x/+fgHnvXG59j+utiSgBN92j+efb6XlaEy7lg9gZV2M5EDe5Kp5+uQKjvPQ5aJvOdiEgxfpykFvOGp2/Bj12x1daY5rFnjKFEfYj/y8iml8M4XnpdoGWl8PciBnWjtz76aGBqy7uEU4OeeubOWgceNyCHyJN7urK1YP+BG63kXv8GuHd0xyDglhCNQuwMSv+iVFdpMiiG9dpA/tBsZLtw0jZ+5/kxsXzWxKPAt+zrJ53GswTN0qf/FxJR06kHR5G/sOHn8pIBUgRkk1tr90uXH+OEITwnLytblnOE60cpxaL7nTgk9KgWTFeFzyY7bv+tkNMJjHC7lY4FbTwbj22LmgHP3vPlMA0dTeZ1oR/PX085alSYz2X79U884Ez98xWZXrhO5fl06s+yEKQX80l/ehvv3zaGqKgFihaYVAoarAVNy7RmSfNdJ2f+RHkkIBNJ5zvVLxZ0S8Dqfstz+gSH6O+8gpMHiJAWiwUY5MI/+JsHxsAnC/Ot21UizhF5afKAPBd21NmAa76ixCzsW2W7yLzLtmlAFujr+ydUq3n3RKnY1aDVkNE3+wBMzsIIfmMJ7ppUUaTaC3bIdiLD82KEFzHUL9/tEK4+iwvdKq+EavAz5ArtbVAwEVYzxG1PjNy0bxXgrd9T9PIvvJ5Wbf+dMy5zJR5jv2gX7Mm4ZiNrZgHRSr9UxXO2xsO9NtHK8+qotohwA3EYBtQv/3U0QIAH7F1603skf8LzoFF8sWwuFpKTAJZuXOWHvp521Crs3zThheNcnELw8EkaSAuHPWhnXRmLP0kuQ7N7H51CWFZq5xvN2rRtYdoObY7gu8p5QSuGW556D51zAJ8/GisqPP2Et+vVVc7Zp3/mu2Qx6+lnHDgAZmrFDhw5hfNyD5VmWodc78UF0Mr24zvDpaobh6t9X7YYJQDXaNKBnpyeBzAPzEtybHjUa5cdKw7UoqyMGTndtnMZTtq94wnmfSHvx7g2Ln7SI/cKNZyHT6pQCXMnWT4/gok0zqF+Snp5mArpp1LVLrzTv3XkrEzHfLfDVe/cN5RmGdkpZyG4L11vEShNQgv3zC299BpSSuoaCGToIuMHO+eDrrxC/CdJE4ny3vlHK1UOAUkFeg04dtFKO/MGBF5Omby9eJreuA7WDPE7nCVkAm4LQjkyASlQm5avrLOX6XWd0X7gtH29FwGhdMJ8Yb5VtLT0Rmf6qPY9Lnyl7jveQM8YDHTnAlaXBPQSKsnJgZH2dJcjcyjVeedkmv66taW9eb25l5fERD6QT8Ge+Uf1shRYpWzpjfrTJcJ3w+lRZJY6wuIX99NVXbcHmZaNRmr6GvPz+uvF2jkOO4Rqzi2lDxqdXXx4iVvVjfHJshLAXzRDWMMi4KXsivcRzyjcnRLuGnrBBuet0hBNZQiuFbSvHsNG2NYAT6qG5pGciNIAAsSv96smWOFcrhdlOgZbVcCVmYqb9AAR4tFspD5i0co1WlgZcSWMxpEg7cMmCK9woD628yzoHzminKs9s0CzWeUrazdNEtSaGqwliFbqDVwJYqUfzuW4ogWE8DV4vrRTWTrUxPeJdnulB/PAbrvR1s8fe97JdyTx5enQNX8CaJ82zQxuZHCzJ/Z7Kd/eeWXz5nn2mnplP09Hh4XcN3QDGe43yLyQyESQrwVTl5f+zN1wpBslMm4BMFDSLl70MQCwH4De0FHwOBo4fumIzpkebjmZP7qvctIqF0cVLmO41u+e59gxXaieeHgGxWvvJjwH9mRZo8NJZNdnG259/rjhGdVdQDiDgAzMxaA1gmn5xKta36J748hIorrBvrhsFzXrl5ZtQVEYGYbLdwEgjMwCp1qI9FLwAeMoy2w4pl49eUUkXqSCJA/NddHpGf/losay6F40siz1HPL/Ktn3pwLQwGboPZKG+JJ3fK81mxI3nrTm6Sgyt1sbHx3H48GH3vSxL5PmRsReHdnzt8EJPMErpb5oTdIsSI83MSXK87S/TLOU8U8dEUuBorN3I8GsvOv+k5H0y7Y3XbcMv3LgT+09BSQFvw40ObvO90rKr0u1CevKznQLNXGPvbAc3/8EXhvIMQzu1jAEfND/ctGwUW627fjIIs/1cNdkW819awzp3esTXhLNEvn65YqvxpvISXex6Ny/382AOXobgCDdtvafIq5Bb6unVCnjmuatx+dblEWhEyyA+51Vg5WIMV1dfFtshXPLS+mIx4+UQ4NcR4DOp+T+lHZ8bryWSkl9Uc0UYgvyN14/aTCuFs9dOYsV4y2q4ejC5ZBRCF8tCuUNiE7dblALPUAp4sdUqFXUGXHDLVp72nqxrmxXjLfyfn3yK+14lSGuswrasDPNA/T3i/ZZbiJukJAUom9RzKZ9nmUESKBSQd6Bzy561sB6czauVwngrx8H5XvA7y4f3WzByW3A/FOtP4fV/+JpLXX9x3sGsnG68gmK/p9e+vN3Cn5SS+sjU3tzTNN2O/vpFLXhe6AvXUz6etqQBVyj/8HBk/T+9/EJ89heeHp0+zyQFAH+DSUQaCMA0e04z1xFoSoDESMM/mPyGu3KVVaQh5QEq/+DEAJc5b6EbaLjagcHrv5q/yR2jLGU5eFAjXu7QOAis0B8IypTCjeetwablo667rxxv4RWXbcSlW5bZI56hSJHdufGXOW+POpdIw+TVwWCgxP37Dos6HN4v/mKu3GeVAE/5hIC0Us05ni0ZDKg0UCoPiAMmrV5ZoecYrvE1ZPRbK9ciCmZ4uxqZcq7gWgFvebaMJmhKLSc19JKhLBtMUgAwUg6N3LM7Q2YnaXpS3+Mvl17hGa79dsZ4nQkkLaoKDS11kylggGnLtFwADeyAvyeyX5tNjv/71QcckMF/LivjOj3SzNw9I5kMKgfvJylLBcqja4nhyic73IhVRbuVf/7Gq1zNBgNgY8Z0yuj3kLVA961/0Cz/vUiw7/jYNbRjb7t378ZnPvMZAMBXvvIV7Nix46SVZXiL0xYCrsssY5WejU6vxFgrQ7eoMN8t8PjhNLiXaf2EJAX+x2e/h1/96DdPeMTVpW4Xb16GA3MnnjU+tKOz+W6xqDyAUsBct8CayTb+5+fuBoAhw3Vop5SZ+bjCb1mNR6WAm6/cgp98+nb7PfHC5fNxNk+kuapyf6fXJtz6SQoks+TAD1vbpEBe7soPQJCZ+hnF75ABeCoG7sTn83I5gCc6T7ZBv7lMuH4xHpTxtTzmSOq6MM3k7QzXDYlrtUp7jvp7Lpm/yjYUXxsQaKcV8JTty7FivBnNE8y6ztbNxknhbc7JYMbLUY6nb3rWzqDcypGyzPWEt8j1Rt3aIdMKm618HCBl/fganGMI1B+rapE+p3gJvFWVPOwlBYLLo/VeuDZNZFlz/yMohn2vqgrbV41jJphTchBWq4DhinitKbx4le+rCl7yz4Ot6Xgcvj8wciIrPx9/eF/qt0FBz28qL5emLS9hKoM8R/2OUx0dS5f99tqrz0gndIxtSVNmeAerBNCVZp7Ndb2kAAAPuFa+c1y+dbkDnuiGtxKAKw26FNFZUNrh0yuqmOHKxyvnGh64aitlgLFOUQaarFRuE/hGKZteqaIOD1jAVfkXNOVDO1ldB0iZ4w27G1XLLrS7JCFtfMPMKF53zVZWBxm4KU4H7nr+4MZRlmmgQaThSju7dBYPUtLkqCV7WKm93QAWDDCcHUrtQPfaMVyDvuWygnS/1dqwON/zN3fgJRdv6AtOUXlaeSaCZoV55SxwWGqCxcvND4TtRnWl+jS0FTNXCgh2+zxLWAKCCjGgz8sQ1o+OcUkBoZmsGJDJAPswdb6r64JmBSfRSz6l8VpVFV5y8QacsWIM+y342bDuTLxu/XbWCMCOJ2nKMj99m9Pn//rRy7B5+Sju3zeHv/3mwy6/izfPmDJrhbnu4q7FVU27xGX0Y6OoGOAY/nUTbd7vukWKBWtsMeH/oR2d3XDDDfinf/onvPzlL0dVVfi1X/u1k12koQV2aKEQ7yv/LqlQlhW6RYmxZo7ZTg9FVWHWujqH78Vcq4hFfiT2r3c/jr/++kN4yvblR53G6WjthsZC79TQJ67CFd/QIltwkgL1ppXCoYUe1ky28bufvgvAEHAd2qllZi5c4YUXrcc3HtgvwEkAuG7nSmxZMYb79835awImFweeiMVZC/xFIEzinGA+TWmbvL2Fc9oUyBNnL39PrQu3rxrHqomWO1/WV7ljfN3o37ZsDUtzXlHmoD4qbs+6crv82BU6aJe+1a+5L0mGa3iOjjVcFfsMQSjnEs7axhNDgjaFLxcnCVHsCSi/tubYRK+UQcBVonYhSzJVOwfShacljMv6hSnSupRAwxQjWF6Tjn1RVVIurxmAxPz6JGNVpf+uL0dijcyurwBct3NVdF0j01jJnpMzV43jiq3L8d/+4S6HBYX3WfzNDkyONBxhi+5FpAGbKKt7fthYQPezsmxpZS+k63/v5ovj+vPvyvdTf45yOFLtxkWQTlhvUW7bMsdAveuobUnPRAixBmLtiPCh0houaNZYKzPi1jCu1JyC/hIKjKX8DU8xXL2kQG5Plx2V7nhZ1gfNcgCpDoJmKQ8+LfTKCHSjB6MoS5A7OIGPJQOPAa/56sttynLdzlX4vZsvxsqJFnZtnAYAbF0xhpuv2GzBrpqBS4UsYF8XcZoaNGiWf2HPjDYTDNfQdcb/opUHzAGIxRNNsvkDWdnhmO+WZcEtCxnOBNACPtAVB8z5hINPhAADWpE238MH5pO7pX/+RpJgUK7cWis854K1SZeCPOP9LD2yh5ICfiD1afA8tVYi3XCH0ICHtOPKwDdlArd5GY5kcaI6u6BZNlgL33WjSYRS9YA9B5QbefhiNJ90X2PJAbjgX+x0CZASkF8BKUDb5xffH60Mw1Vr/2KnPnXtjpXYvHwM21aOu/qK/qIHC55DUgeLT3Tt+UFfAOBA4SpRxzbzAvjxp25FryiDlyOfoA0yZRrakZrWGu94xzvwwQ9+EB/60Iewbdu2k1YWI41yEmcpp6iFDFfABHSqKuAX//I2dIoK460cH/zivfj7bz3iANdr3/MpMbk3gOvRty/NQYZ2ZNbKMyz0To1+vdArE8Cgwm337z8p5TkVbb5bLioPsGysifv3zmHUSlNNjTSCuABDG9rJNb4mUYRKwIOEm5ePuTgNdddzlpbT3FRyDs6BN2795o2JvXmRDifHuGj2ieTIU3DQbcTLz1iGVZNtl2+4lFYsX3c8+DuSIkCafDXojJUTc8D+fvONO6P860wh7cIeHkuCSSrt8ebXSD5QdpgXpUdrGWqDlRMtjLdy0VdIdhAAXkfByODbSQR7LmOv0Lhu8cFkv+zTgPwns063a1PIuBwOuB2gPel4qnxmHevfv+RJIdc9dWxl31p1oGCqHGFv7def6KfRZoYfv9asBbQC1k2P4Bdu9F6uYRl5/xcbCLzdlL8uIg6yZbJfk/tzAQ/yGsyncmnwvJ517gCyc7x8rD58QyBxycDHHa7Ajp1op7ClDbhCDhr+pRCAnxacmO2YHfI1UyP40ttucKAm1/SkdAF/g1p5Fk3aqBPXSQp4YKOMJQXoAbCAy64N03gh00GhhyTPKBK4vzYMmgXlATNt3sSiHIXbHTJdi4NjCgrnrZvE2sm2c8tvZMoCWskmdy/4FIOY7IUXrlv0pcYHG60UXrx7PV5/7VanfxeaVrGGq9ZKuHfwxROB3Hy3zbgbeD3VCpUDoCkNQO6SlaUH8n1kUF+GPPMyCAoSkNQBgCYlBcwn9SsnKdDQyJTChRum3UuVW66VAxOPBOviyXD5CID0cXUwSPKXqnxp073TykoKJLYfU64WfnPEHCgrApB9GQlINBsKlTsu0/ITkfDZIjiS7isxx3gS461csNwBkmpQ0bmLWQS4aqPHmCkJ4HJrMUkT/pgNDLjawW6xCV+aeUzPd+VkD0K7+YrN2LRsFD9/405kKi5Tard/aE9eG2vlOLxwajABTyU7vNCLPDJ+/0cuwUgzw917DqPTK/HYoQW852/uwPf3zGK200NVVbj38TmxgftENVzHWznOWjPB5HyGNoi1cn3qAK7d0gX8JNs/18Fz/8tnT1KJTi175OA89s910W5kfaUzlo81ce/js+69tG56JGrXoQ3tZBoHfRz4xIymbWHgW/43Tckcu9WBHIvPx/qtG5IAn/ufZLbSPDANKLH1Q5hH4nw+xXTrNconBU7BHyPvVr7W42t4zkjlLNd0Rb1xkgr/ieJmpNZKUZIRFuHTllnHHSF1n2hNSG0v3LoVgc4+TwK/qG3e85JdeNWVm0VWPI7DjtUTEXjP1xHdoowIZFH1EveLn0drPH4/onOD7+EaSrFPDv453eAaS7Nvjbcwr2c7l+tDkW9iHe+/D/IEmkRS69ras1k/5E9WyNTOgvzDPpxirfOyJzWPVVwvXg7OcC2roG+r9AiRwstS/VmBxoG01YHgPl05DvENikUX0MfBlvRMhINApLWZ61S3Nah7p2d2yBW8O3qop+rSpoFeKcFw/fY7nw3AP5ztpt8JCUFEU65YT9QFRVJ290YrXLhxGj98xSb7uzkv1wqdXjpolgGKLfNTwWu4BozW8AEQIIytX56R9quthTKD8H940XnJdg/dwKn+ZL/18otQVFXfF7srgq1LQ2vkWiU0uujFYQODsTSN5oj/zicLYZvT+U7U2bW9zEkzFMzt2Gj/Yqd0yGZGm/jxa7e6unCGcaaUk2yogvtA5xD4Rr/l2gaOsiN72IbG9d33zZQpJYNy+cHLlss2GvWFTBn9JNqxroCgnf19EpIJFowLNY1C+6XnnG3rbIyYwr2yNMG62Lla+UlkHfhoymh+azIms7fKAfc0aeX95PNvvR7n2SildF0oAaDrgyGLcsS7lIatxoOLhffQCbJDsnjzAQFXurbf++I9L7nAbxTA90EqMwX2QlAGwI5PymhSahXvMPK+N2S4PvltopXj4MKpF839ZNuhhR7GEhuEM6NN7JvtGqa7fU7ufXwWc53C6TfzRcsT1XBtNTRecvEG/Mz1J0/ndylaq6Gx0D01NhLme4UNCOWNB8M43e1jX38I/3jnY24hXOf9smKihXsen8WrrtyMtz/vHGxdOTZkuA7tlDKOQfC5lGcq+jWtu4ZdL9coHtRLecSF17rrA3NzRMh1g/mM17VuTVGzDqEjqaCsKePvv/B04fmGMH/FzvEAVMXSSoFiqbKGxsGnfkBav+pxEEmknSJDBCmFnq10DtUpXH/wdnJkGkVsRD9f9xINxrjXJ0Agre9LfI7fKyuh6Zqqu7ZIWVUB3/kPz47PY32nznh5fuoZZ2Ld1Ij77tndjNkdAfI1a2OkPQPLIJ6LZ7iyuib6eoiDhH+nvvu05LE6LKMurQgYJbwgXKuxv0PSl+hPCFjdgHumlP27cunEzFneFm5cSlcDPlVZnlTQLASYlkwnjUGleiadx9v2RMc9WOKAK98N9DcsrWtpjsmo6JbtV4Xn0s0xJ7Zy7RhxBPCQ1olzAwtedvyBCneEPMPVDx7rpkdw8xVbAHiGbq6NxpgImmWlEwjsUjALNgIjQ7Cs5O7TMO1z/vop/MYPXOB2FRqZdrsI2ta7rIBz1k4m25Gz9/jDzK3TK5OgJ28fc719IWhTtlyMIqaFYMsVabgq71IR3nERSdEB0dTeyu7GVJhoN0SZTBAun3uZkBTg90MC3PUB2MIBnSyMhqiVYi/aKno5EDAYDp7cQm1OhUBSINhkcJIC9r9QhsJrA3nAmtItygpZJvtCaK+7Zqt4WRlJAWXlNjh4byeOWrKDU2OtY7hGO5GmjLc8z0QdJOYYH9xHGEjidYq0jOC4GNqK9GROK6N5mrHJWjhxajEZhKNiuAZlTxlnDoeSAkqRa1D9PXO70PbccKeQvg0Zrk9+G2/l+J1P3Xmyi3HKWVml2f0zow1888EDeMv//jp++5W7MT3awF2PHsLkSAN7Di8AAMZbfgx6ohquC90SP3zF5qO+/nS1U0pSIMFwne+mNX9PR+sWJb7z8EG0Gxnajfr7tmK8hXv3zmJypIFXP+UMrJlsDxmuQzulLAR9HDuPfmdrWndNMM/iuqU8gGs4G0uDPfFBHxNBlpT+z4FO+qTjdUzMqqocQJPKi5tk8ybW0rJI4DN0upKIIXmmRWySfmziuLZhvkp8l7+r5PF+aZANIilQN7d2bW/rG/YbWTZ7l4K6M3jDSbzxfHm5+frFSJElAlIHdaP6cexD8f5EIF2yhvL4z96wA8vGmu47yZ07YA+mcoQW9HtdpoDOr7/9mTYYmP+h1YfhKttRrn1T9anbkEiR/GrTYDmEwGa/vAy2wvs/77Oc/WrZrQFhUbF0AO9JzvPOlF+7A1gUG0qVncomJTzkGjnNmo6B2/o8LYaRCJp1omxJz0R4p60so5IDqtwEe40NlE5SoKZTaFUTNMsGLyJNqZT2BX1v5vFDQGXhg4NmxxWAdlPj8EIvDpoFX26tDPhLQbBCeYTJkQZWWhcI007ARDvHzFjTvdiIuUgdnNKpE/ZWiu/8yU+yTi+WUgjTIeNsYwlKMjalVhGYTszj8zdM46JN0+74v3/2WQyIM2UlQD5kuP7iTWezMsnJQ9gOKYZrETBJuRSfZgAyByrpXABuMRCykOte5nmmBDCYMio3Nw64Zk7D1X5Xyj039AIPGa70r6xkmr2yQkOnyxqVy34+fGAeSlmGa+appPQyI9DZywGEz48fhJ00AHuRVJUZB64/e5XTRqxtK5em3AjxL5j6t3fqhaeVlRRggeWiwGysvfh9yo4AeOHPYMr4OCfAdzu29Moy+bu/HvalF4+PfEI8ZLg++W2hV+JPv3DvyS7GkjEKagCYd/+ysSbuePgg1k61MW+D4vGNPvPcHz3wl9b/HNpidipJCqQYrgu9ErlWp0wZT6Z1itJKgmUYaWZODzm0FeMt3Pv4nPNwaTf08NkY2illfG0o4IJgIhZ6qfm/ZWBf8grjrEQ6L7wWSBM1HOAalNOV1/79088406bB2IUsPR6RvkrUqc4iUkCwwR+COBPt3MZh8RJbdE4z0+jYeB7UPrxOg85YvadhXCbA6EMjcZybAqASw89iOqep73SMgCmBZbBjpr0oH49jhAlyNnC4AcDXQHyOv3vTNG7mm7uJQlJflGxpJf7m93QQC9dj/vmBu/fuHHb+WWsmonRCUHKi3Yi0aV9/7VaEptz/4nL1PSlZn7jX9GuOFM4SyVKwccAXR0C1LJ34bxW0o8w7BGIlwBpdA59mqlr82DVnrnCpO1yJlT2MKVOXTsrCtfcfv/YyvOiiDYtcdfxsSc9E+GBa2khmhqkXmwOXGIJPwI7nPNp04XdflDLAXjhpI3alD86kooeBvwDI3vOSC5iMQfCiYWXUSmGy3cDe2W7EkPOMQ/Ow8KBZVSU72U9ctw23PPccl0/MtFTYunLMubzTYEtSB6EpZQBeXyQ/4HPrFiWafVy5QgZlpszuSiMMN8/yzbVs4x+6fBO2rRzHSy7egJuv3OKOP+f8ta7NiRFcWVd/t0MDc9/DQFamDf1NCdsTMPXfvHwUQOz2w11oMuUB5BDApr+cpID2baGDPsott0C/2A0K2wpB0CzqKzZVr+FqP1m7E8uS308S8SfdW1cDBRRlGe14psvkK/2pOx6FgtVw1RK8p0G/H9uT2hkA/tdrL8OmZaMubd4iZ6+d9KBtXVvxZ44xf1MTrLgcKS1jE5yv3cjYxkrd9dJoE2Uxc5PtPuXj7lCpoFkkNcIn76JsNOlC3QtPWd3bRYs7tCVuBBIObTB75jlr8OE3mGCIzSzD2WsmUVVm8v/APgMGTbS99mvjCWq4AvXj29Dq7VQCXFMM14VuienRBuZqwMXTybq9Cs3MzHMn2jkOzqckThRWjrfw4P45F1uhnYi/MLShnWyTYGYMnAD1kgIK0suJ5vcjzQxXn7ly0bz7AV2puSIHbdZNj/hys9/JWgmJr0G8xUK9WrE2thNRXuwdqyfw7PPXCkCU1vathkbHBflMu5Cnwcx4Li9A6+CaF160Hq+4bOMiQFkdHhHc8wHOSZ2nFbBivInrdq70ICkr7A3nrE6Dm+xrP0IFfSc7d92UDyzufo+TXuxYnfxFXZr9zhO3hm1EAMDv3XxxeEVyPWa8lfwPO1ZPJMsR1sM9AwJQHqDciPvbINfzdakO+pZ5BsJ29gmG4Kdin3QaeTiHJ9EzyY/zukvAXuINi+n0/tFrL3d5pEDk0oM2cRo1/ZT+agQ3e/l4S5An++n9Hg9b4stlyeLS2gNS8ZnUSeHuBoEs5gWW0q4xpz5/1/qIrWncng3d3Z2bAEYBSat/6SUbpURAsAtEAG8jM+zZTq+MgE8DejLXcu3dSkL3eqWUAAyrikWVt2n9xHXbA10U2Q6hpWQbwnMNw7V+5Ni4bNT9TeCQASjTXZLAS94UKXdOwLQHv19ae1d/2v1S5qbH1yoJaBGLWJ6j8Ok3Pw2AZLQaNqDva8Q8hs2KA+fUfj5olh8UMza4pSQFFgvupFUcbVRKCsh2M8CZeW5ybRb/fFf2ebvWYfl4yzFcDSBqKtUrKwe69XvPhIOylPiw7aVol9azZ6lNZFr+71UT7ShSuOvLSjmWQD3o6fOW+lT+vtXXKa6zUgqznR5ajcyl148Fyie4g2q4XrF1GVaMN/syXLkmLdWCNltIZ5ZvPoXmXExUrAtN4wbpCQ/tyW0/+fTteNklG092MU45q9sb0Vq5AFaNXOE/vnQXfuMlF+DstZP45oMHMDPaDBiuT0zDdWhHZ6puEnASLMVw1VphxXgLc6eIzuzJtF5ZYpPd5J5oN5L6tlVVYXIkR661kw0yEgRLfJkztCeV8bkwxxH4vBWIvef43y42gQI2LhvBeeum0Mw1nrpjpTtu0o/nZ/35Eand9/hP58YdAGfCFbuSbMM6e8VlG7F8vMmOBG7TrBaptBxD066bmpnGgt0kFqAppdtnPcFtvJXjbMuQVDXnLTb/Ndcl8IhEGcKz6u4TrV8JbN++agL/7Ycvdm3FXfpvOGe1A9IELsDaOIwvYtYFg83rU2eFfSI816xHZRnicwN8gf3t2d3mZpIMHZ0lNw1inCJ1z4qEVEL6+vg7x1wGbrfU/WZph0+h7/+Jh5H9FoGwymMmZ6+dxJYVY+5SLgNA/Ymzuqk+ip1vcBQl2pH3N0qLFzHZIio4T3mcwtVTEQZTn05dH3JSgRaD+oMfuaQvjnCibEnPRPhNL23o85AFyc+lT+qSRDcPXfv5eUoBV5+5IsFyNJ3b7fgBUUenPEPmAtdXCXcUtVK4cttyXH/2and81WQLoZHLsmGHEvuTRI3jBqBsisoPLPyh94w33z51O2z8ofbtKs+9atsK/LcfDneXvL326jPwlO3LbT7m+ku3LMN1O1fi9l+9MTpfKxNQ68euian+ZLs2TPkyMqCTQFSv96pArtKibrY/cU2clLQC7wsFS0MruVtIbFUqSGqspN2WXRum3TUcCAtvgdRwrX1bCZYuvXDJGpm8v81MO9eTTCsUCU1ck46yAtYGtK1QuRcVBynrLPWrrKtyxwzDNc0+UpAvpDxoL6p6P1kCsPPpkwDx8KVVWx+VuD9KGdfHXLt7n7pPb3vuOe55JdMDuhb/3s2X4Nx1UzVvMvg6BPmSTpECUBRpyRB/va9f6jlRMJProaTAk9+ymnfq6W6Ltcn66RFopTDSzPCDl2zE1pXjuP3Bg5gebWCcbRItpuH6/ccO49a790bHf/8fv4tPf/tRPHJg/qjrMLRTw1IM14+84Uq8ePf6Wvf508k6RYkffcoZAIDJdo4Dc57h+rX79qHT84Eql483HcP1ubvWYtvK8ZNS5qENLWUGvLB/s4Wji0vgvPPCq/xfXN5s1UQb59u1D5lYowUTxdS8jwdWdflQGZECmvyal//WDoINDaI//a4XX4ANM56Aw9eg/piCh3/Y8bA8ygS5JoYr9/Ty1ww2mZloN/Ds89ey/NPWL7U66a9BiArhOb/1sgsB5b3vzFo8LofoX/RfAILytX9I0uJyYotZ6pQdq8dx8aaZ2vPc2rVP8jE4FvcHqieBt+L3uvUe0tmWVRXEj0mXm9qepxeenzoGAM+5YK0oXx0AGHrZJiuBmCWcek552+xYPeHwKnc+ldm2Z1az9g29c3kfk+QeP/b06z4pD12+nuZ5hDFlwmt4uUIjUt5oM0/2iWHQrCMwPuCQRmaepVwImLsw6+ivI/AuGpD9eXUDI2fEAb7TkmnWeZpZFlzr8wn1FSldDuqtGJOAq5AUgGe4hoBfysiNG5BtwbVNOWAYGmmthpo64ZlTow3s2jhdXxAwYMymN9LMMNluuJe2rLNp883Lx2rTe/9rLovKLYBWxRiuSO0iURAuf4yAaFkW/13oLNndGDIeBIxYgg5IZ4PVWWsm/M6T4mCZ7GOXbJ5x4CidmzKFeAOBT8De+pyz8eZn7XRgbzPXbpJjGK5l8t4Tw5WXsSgrw5BdBKQMwUn/bGjW33xZtQIDS8O0ZP14gCheikx7lkCmgR9P6PLwNP0Ykcg0dU3i9a01nNacZvc4tNdefUZ0/1Iv/H62GGAajo1lZfR7lSJmMl2f1hSg+xDrD5svzVwnI6kObWhPdqsbI7l99heehtWTbfd93VQb399zGMvHW5geDTRci/qNlnv3zuLORw5Gxz/5rYdx69178SsvOPcoajC0U8nmuzHDdayVY7SZDyUFYCQFXnjROgDAZLuBA4zh+vzf/ifc8dBBbLVzqBXjLQe4rp0aSc4nhza0k2l+rehBxAqGhUYa4EVAmuDX0i9176BwbVr3G1lSVsqWSwAhYo7u16BkYbCho8EzHNDCyl/3piWvQk4waOWZY7jyNTytcXjdwnwXK1ec/yLAkkrnFU/1UwCcPJAz4MCv1RnmYDfGDXgm738MOvtrQ5KWl1QbzMLzlo+3onV61IdUDF4OYhExDh7HMH2m6usmHrYZWajhytMPr0+dsBi4CAC/88rdIp1BZCWifBY5/+y1E0FQ6Jqyqfg3x5AN1+kqZltzln54jWZlrWU71/TH0Ms07JeDGp3Z0Arf/bWbavI88WvXpQ24shtCrt95yJ0HYKK900XxzwTIRen3yTuiXocdlYFljSBoltRwlQxJHUQOXznRiti1SnmQUiuFs9dMYsVEy6ZX90K1bsU8qjx7GRCTkw/VKfxHgVy/fb0praO1ul3AsuTpL86yCicFPH0DFCrXPmHb03WpPMKBmCslhJMivltogHDziBF4+Ps/cok5l6X38Z+51qcBziiTLMTf/MEL0cxJw7V+wNAqkKqA3OGcbDfwb5623dWrmWv30sozjV6ZZj+Se7lWym5s+BfVYpo8VA5eT8CCpfADN33WaYsCcjIGAA2txeTQTUYD5thbWIA0nhaZk0agycAAfTolNzG70MMIkxQY1O0+03ogPVyeV31aXnqighkXy6pyAKmRF4AbM0Kj+hMTPGYcmH4Tjk1De3KaUsBLf/dzJ7sYp4w9frgjIuemLJwgrhhv4f69c3jd1Wfg7LWT7vhiDNduUaITaI12eiUe2DePfbMdEaRraEvTFnoxwxUARpsZ/vBz38O7/vpbyesGYZA9GaxblE6aK6XheuejB7HesnfWT4/Uyk0NbWgn20IAUa4bvdXJzGgFN2mrlcrqAwT1m7KlGa4JIEql58kkkUbux/T3kVjYHjtWT+CSLTPRb4BvC16WVkNjgQfNYkPBYgBpbZnQrx71CdatI/rN3b/8thsAAM86dzV+/1WXsLRCdmuC4Wj/hXgHre3duey6UDaPPE4Haad+p8TgqHKfhF0cjVWQ65Nmrg1xJ5VniAUgjTUUZZrwIu85sYX5EZlPXT+JMYkUmOuPpMhgYTpcLoN+e8GF6zHa5PEBdLpeQV+gPpMCgsOymevlGBNt8LAKDrK5QZeHZDK6p3VdhY5PjTTwtLNWRcfzTPuNiHQSJ9SW9KxEwQ+mhQUFQnozmdDMiR5CGX3dvUwChJ0bD4jkrmG/r51uO3ZLpP/KyiK1NuOB6Iu/eH2yLpkFKZUCnrpzJVaMtzywmCyxsZA6T1kR81NrCXKmLNTjpLIfjSllXMR+/Knbot96pS8rB5Dq0/LtCgCvvmqLvZYH/kmzJumYFhMFczwFqpGFcyLOMM6UD0YVuoqn2vZll2z0u0wwgPPUSAPXnLnC5EuBtZyreqISgOsHvGLm3PQFrVy7F7PTcK2ZJJDcAN0PukdcQydZJgQTKWojtnGRsXsdVCiqH3+zhi7PXFKAux6my+Uv5Pox/SaJ33rHja5SKVeXf/7uniBoVp9+yxnRSoL5i1m/UzUbB41us0av4BqufoMlNa3nO41l4oWnoNDIhpICp4u1Gxm++P29+IPPfu9kF+WUsLluISa2g5jWCvO9AmMtybjLs/4arp1eGQV32jfXwf65Ljq9chgUaIlbp1fiwf1zSSbmiNXx/8S3Ho5++/x39+A//92dJ6KIJ916ZenmgqTh+iefvxuvff8XAQB3PnIIa6bMfPutiY3VoQ3tVDEO2vB1YwgWkZRTBBaw+X3d/GtypFE7QUxLCsg8Kd8wf77GIiIHTy/cNOoXYbzOJDQILBtrYvPysVqQisvhAWY9Q+1TN5dPTcn74n81gE3KNTxMM51XuG7waxEKqNnKMzemhel5kEwuqgj8CpmBKR4HnRF6cZJn28Br+gFOiwA+Vd82dE6dVRxgB3Dplhk869w1A5WJcJ3Q4mDi6WTq7qVggw94TXgiZ4bWGW+zCINJZHT++im86KL16bQYgC+Aed6l2HkA18/1+YWYlWdIq9oNB9Qc99iYv7bqh9nYvj410kjeP2KF15VjSUkKfOITn8Cb3vSmY1WWIzYaXAADTmllg/DUnGs+w+Fc3tTo/Jq8dQDshgPv7k0zTiOWAFfarfIM1zCavGSP1pkBRpUbWInUq+AHozorK5Y/qyfpZEgACviNl1wg01OeCUhp0LlHa0qpJEunKH3AMK0WAa4g7zEAnGFdzAhEJfdowLRfuMaltpSi3B7gnBppiO9AICmgCIA1v3PwP4xCnarJr9u21hZJL6sK7YbGZTYACwW7cjtbNc3B68DLVtd8zTzDpVuW4aptKyyIWtZOSCrLFOaSGpkezLWcvxDIg5YHlOMTPMCzd6IXGCTQzaNLKvhnWSuFX/4/37Bp1ZXJ/y1dj6gM8TXkskHPHDetgG88cADthg8oVQuMQ4472RECmH0ZrmwcIYZrYYFXgLnQ9HkZekA21vRVykwIj3aXemhLy0YaGTYvH62JDn76GQ8WeCTWLaoIIG1kKmKwcusUFYu6bGzfbBcH57snfMI4tGNvf/L5u/HO//ct547LbaSZoVuUEeXlb77xEN7x0W/itgf2n6BSnnyj+cPkSI4D81385Zfvx9/d/ggA4DsPH8LaKcNwpeBaQxvaqWh83SrWYJBrNx/wNQDQIOe4KftFtukQz93ia/pJCqS815ycQDCFbLsgwCbNsE6DWL+1SmjkdecBHiXGUQU5/07N2QcBFvsBq/2u5p6ustz1aSymV6lAQFNcNzpP6+CaCEhTYp0VroMWuwd3vPPGvmWNC+/Tu2Lrcpy3bqo/UJ3AaKJzXDmlBGM/HYuwP5AV5eIarqljdfV3pBzUAIVI9bv6BvH3PnHDa+zVV22BUirp7eGeXZvwKy7dhKmRRgS003khg5VLFGoVtEmi3HH+IQ6nRHl43v02bRSAdq7dJgVLDQCTz6zB/U60HTXg+s53vhPvfe97UQ4Q5OV4GW/CblnaznXkDFczaMuUgf4Dv1ZIMFzTN5S0MqlTCEmB4Pw+OJooHU+DgEKtiHFYf1sFw5WVmTo1f3i0UnjO+WudHpa5xLKIWf6uUEdoiy0Wi8oHMqqTHeDGATP6rODvrwFevWxDJCkA1OjHmgT/+qevAQABLspIolKaglzvw/N4GVN5ZYomVXKy4xiuyruUpIxAMl4vPkCG1sw0xls5pkYbaFhJgdTZWimUZeX6PuWf6zi6YVwomSJpFvIgdx7AtX2yPilRvwbTgVXsodJa4eB8F888ZzWu2Lo8nRb7O9yIWPQ5rJmIAqYf0U91IGp4bV7Dzq8vQP1PfNexqkxbVGwXtyyrviA5tYFWJO0Rl705DJp12li7kWH7yvG+wODpZGVNVNtBLATWxpo5DvfR6ez0YkmBvYc7WDbWwqFOHK19aEvL7nr0EID03GO0mWPfbBet4Ld/uOMRfPTfXo3li8haPBmNGK40z10x3sR3HjmE1YngskMb2qlmChwcU3INxqZT5FnEzzfXSKZZMo8+07L0RmHF/s8KWpOWYLqy34nhyueeR2rm0mB96fKShdEqCPisZMyUOqAlWacBAK/0b/2vS/2adtuuzwPwIB0xCAEJxJs0yX2aHdfx+o/nRSQaWeb+MDTfNE66jPe5ePVkG5Mj6SBGZI3A1c89IwE1LkyjgpccSFmdVAIPJh6e7/+O77UK/iAgm+uoivNEWvGxRY31p8XWim9/fr22vx9/zL8tK8ZcLKBU49Eyr0ocS8W46Yed8XzFd3iMx2NhJrYPX+OH6dxwzmr8+Ruvio4DEFhY6voTzVc4asB19+7dePvb334Mi3LkxgFLFzRLp2+MFONNpBO1vKrdnTLXKOmaj0S6tufSAiuMWq6o4KyMF26awfbV/aOqGiDEB7VRNm2lDJCVJ/ySeTvRwKLY00s6LnywJlftXsDi3LZyHOPWndIBXUeDuKI/qFWUpdObDXd5+6UlPilYlv10epQqdqXWWuFtzz0nSo9uMwFUq9jEXrjgQE6auAxCBLjW1PyctZNYPzPid3bYIO8YrgwYrGuIkDndz03+up0r3d+ZNoGwUjja5EiOkWYGCpzGJQD6Abpk/H1GjK1GFjNBHWuduVTJ6klm+NN2rky2Z6YMo+yyM5ZhpmZhKicsPn/+gq8zhdTLxqfh6tUHlOT1yJRKPrt11g/rJLDUpW3vq9sAqCpXrtSk2DPofcC3b/zKs3z6UGhlw6BZp4uNNDJMjzYx3x0CroBluB5l128EK96xVo7DC/XA6Ye+eE8MuM52sHXlGOaHAZWWvNG9DVkagHnu9s12k+xXeqeXfeQonow21sww2+khzxTWTbXx9uefi25RLjo/HNrQTgXja9Bw3cjnsUSOicAJNv/tt+FdNyPvB9TUA6QB0ETrkmBdQePUFVuXLVqO+pyUW7P1L4UngTzlzBUOmOayBprNg1VqkX6E5YqOpfEp+Xsiz+ftWhec51NPpXfVtuUyP1svfi4HqUT/QkxW4uv8MND2IICZS6fPb4GqXXBdf4KOUgq3/+qN9b8j8VwoQyrhUe3TIF18sKxhuMb5yn7A27k+v3T5a1nOChESmOobT7A7J9fVvB+6Y0jJF/h2DL29Bbmx5j6nik24VnjsQ6+/EjedvzZ9jS1zXWDMRtanHySvOL62KOD64Q9/GM997nPFv6997Wu46aabTokJjgS8DAgalopTkpUblr2ZesTaNSFVWlwD+bKrAwT/+S1PdxH7lDvXZxQyXLeuGMOqCanbEhpFGDdMTS4toNAtqmhBx40zXPnLgna5+A4QfYZg4fN3rcOUjbLs9tqOoisYMKdPPQtf1vPXTy3K5qgLUpRpmqDIeqcmF3nmWaoOOA0G7zc9c6c7P9Q8IvcWk6+ntHcjDdd0HXZtnMaayTZSrtwZr5+qB/K0Aj5312M4YN1/U4M7N/7y9xqu8QW//Lxz8TPX73B9n9JsZCrSUQ0tfFF1rcRCnnEGL9XPfO8bNIv99uzz14q86SceFKxfucjCTZnF+nS/l/n0aAMvvWSDKUdtQnE/PRKG62I7645lYNMumJxIWdoNFdQHXqEXLfXpsVYufty1cSrSmBrak9PazQzTow3MdYcAH2AlOY5CU6CRxQGymrmONL7JqqrCF7+/17iVM9s728XO1RPuPTy0pWs0TqfmfSPNDPvmOknAFQBmRhvYO9s5ruU71Yzee41MY8VECwfne5hsD5+DoS0V82tFPs8MZ2EukDEjAADWXd/93X++mJojXrdzVeJMKoMkkFAaMTgj/5Gtnmzjj157GTKtjaRAQv9/UVPhzDjImJmRhqvw/F3rYHk0WDbWxH9/lQ9O7Jh78OuQFGi2SJHqsYA+18+MNpN1udrG5Rg0vQ/82BXRujzUz6V7QYxWnl4sVegb2QSS9r/4vxdvmLp10qJA5wBtzkE0xcpal8RkO8fuTTN900yBegDN5xZ5lhDXKwnCD9puiU2M2jTdeOExmicKtkZO/SohX+IGgeB6hiloJclUHvT3ZU7nz9Mz/y63GzU05imlIrZwmE4/IzmFJ9BUx9QWXTG89KUvxUc/+lHx74ILLjgRZVvUlDLAwe/+8G4A5sYbACfuyH0ZrjDphNeEnSL8PQw+FZ2rgNFGHg2UXJdUDiCLdwutgPlu6TQ0CRSm3S4eXCBlsYarBWCI4QoODJtOH7I4U8U8mg7dynVfF1UeVf3qM1fUshRdGYJ2BrxbPmkJEfiuVJq9qGC0LrmWSRiMi5uQFIANWsaAUWITF0UfZDlREdoD4JMdz/al/OouV7jt/gN4/JBfiA3CQAXMANUryyRAS0GSTL0kg5OzQvtUy1nXSQpod10ImDu3qTAd1O+eKiU1kqncg5TJP5eD9ebUC1grhdWTLaybHsElVnu3H9jN65FniweGk3mlj//oU84wUTtdO1a46bw1ePvzznFjQ+Em8+k0+DiZ2hRRAC7ZsmwYIf00sZFGhrFmhhPvhHNqWrGIJEedfeWWZ2LbyrGBzydPgE6vxD/c8Yg7vne2gx1rJrBs9PRzKX+yWmrsH2lm2JuQFCBbOdHCo4cWjnfRTknLtMLysSZ2rpnAa56y5WQXZ2hDG8j4WpETgG46bw3e/QPnu/MKtikusCrlN8n7eWDW2Y3nrYmOOXCLvd6fftaqiEVJJjRcWV6NTOOaM1fK8taWJG18XSqOJxIykgIU68H818g0bjhntb1G4YwVY5hMeA8Mkv5iv6XWANze/KydfT3ceDqUUBLwYudNtBsmwDJioMucw0lTKtme4fxeAvqSeHUsLJaC8HjMEZsF8V9w0XqcvXbSHd66chwfsa7ltWtjVtMv/OIz3PEwmHidhfgRPcv9JCs5+OiPDQbexuX3n4OsuevTsfc3AOxTz3tK9kQxICgOmsXOqRk/6LzQXrx7gytLBMqmxoRF0hbkwsT1dWSj42VPKGjWyTYF4yY7ytzb6yQFFIlII9Wh4p09N0jVjAgEOoXpyPKZ//nBRQI6IZjZj1FL1m5kmO8Wht2qPLOVHupeDcOVsgkHFsV+92xZX0cCKXkdxUNO5x6FlmO7kfVlTPWOUCePv2ToAA0QZeVfzjSA1D1rYVT2rAbhfPvzzhFgFPUjxa6jtuaspq/e8sy+EyLqf+TqQe1NC/ys5iXKrwekS/4gfQuwwZXKNMPVpa/MedQu5u/+6YYDXtdJCvD+Rp/9C8onnOY778++zal8/QFXf63UZPYvmP5lCScSPiCYOzaghqvR7x38Oap72d7yvHOQZ1rck1WTbVy0aUZIXPTTyuWs+SqhWh66ngztyW3thq4FfU5H6w3oghbaWCvvO7aGRhIOC70Sr/7DL7rj+2a7OGftJFZPDhnmS92UAt5601nJ30YbGTq9spbhumqijUcOnJ6AazPTWDHewu5NM3jpJRtPdnGGNrSBjAM0gJ8HLh9v4dx1U+44EU76ATOLyUoBg22R/seX7sKrr9oizn3x7g24/uzVSTKRWX9KACtlIaDxS885u+ZMXu76NKNyKL+OS677FXDjuWuwcqLlQKY+y/r6MiG+DwNdN+BFg52mHKFk68rxaC3uXMITQJWuAZwAuIDS/PxBqzoo5BfiLv3Wr3XXA6TRam74ZDsdmV7iFTFGk/Io4euh2jLUAJxPO2uVk3xI3chkNRN9kEMdtUHclW+7YwWIC1m9wFOV/kzJH9Cxm6/cHGwS9MfFKAXJMg/yVfKzvvD9fxZBucNLT8ICdmkDrsowtahRQ+bdx2yQI4Ah8ImOXge+8U6VMinIGz+MPJhVM9O4cMM0gCBoVkDVW2z4+s0f3IUdqyecSzcHq5QyQFY/HcjLz1iGiyztnnfyCpVrGw8Mx9dHdQw+j8RGLHhcZ1xzchAL5Q38YKGce87TzlqF//pDuy34mkjDgnn8BevxVoXv/tpN7tws0xH7l6fJQfmdaybc8XZT920vmhDQziOVwzEwtaxnaCkN1LqXRWgmj8VePNL9PdO6L1vSXcf+FpIC9tgaG2XYub278od9Lu6D3EWL2ofAy1CAvb5ePo2BJhEqlmpwACWzfiAqP5eD2IOVt89viJnCgASVsz59gnoB74fR7yfjjTW0k2IjjUwETzzdrawWn6Afqf3mJ74dHVuw78fvPnZYHD8w18XuTdN47dVnHNMyDO3EWqdXItcar792W/J3cqerA1xXTrTw6MHTE3Ada2V4ycUbTnYxhja0I7Ll403nrddvrlmWVaSPaC7yc7ragKzB52LWbmTJuSsHeGT6yq1N6jgxBBrxS6/aVu9KH5YdqXwTYI5nuKbX9nxdnTonlW/0W5+1+bGiHiyKLYV1C7AMCcax+iImffBVXhg0i7CEJ1qrVF8K/x607Y4UJO93j1O/FRUGZrjK7wqNTDnX9dBevHt9TTnidTZvixCPUsE5/j4vWuR0/uweK3YsZKvy4/KYz/vcdVORJIVbP/bJX3xHui+EkhlROos8kx4/OraM7aO1JwS4Xn755Xjf+953rMpyxKaUeSk1c/f0CsacCjqBOSUGGULwzXWmfoOsChhxiDsRT6uZ62TQLBn1rb/WJgDceN5aLBtrepYjlHspa6Us86b+tr7qyi14zgVrXR3EoAvpel6rvSEGTuWOH6m1BgBcj0zT0n6yY273zrJWJ9sNnL120gGrURrwUdnDdjBaJT71TCkpKaCMgDsHSDOtsGayjf/1o5e58+pY2L4MloELSfHnUhR9d4HtD1Q2w1we7B4NAnArSM3WRhYyo2vqxI5T2+dGiBgA8LM37BDlr5MU4BNOOt8Pq+zFaT+aA2otZq78pqydXrmo/mt0F5TU9aX06q7nZ2bHEnBVvt+SnIbJgwUUsH8mg2YpP6aEovou/YFLOrSlbiONrFaY/slkn/n2o33fSWS94tgCrkVZ4fYHD0THF6zkzt17DmOilTsJHlokHY1nydC8neygU/vmOpjuo8NLQCuPCs1tzWQb33jA9JtL3vmJY1/AU9i0Urh86/KTXYyhDe2I7OLNy3Dx5hn3vW4eR/Jv4dpSwc8xf/yp6Y2aozGl0mzY5Ma64sBKYp1oP8P0BlmD1IFrdYAMDd/9ZAiidevixRjI1DGaCA+6zA2ZhDr4TsUR0wKVYCjy9UEqaBZiN/h0gWr6R1Ru+X1QibsgKwCLex32DdZV07fKAb1po/SC8oTP6m/+4IUA0u0fTd1YX+1bBnV07RelE6zJHRM6zCxRJsKKyCQw6q+p26gI2ynMw7G17ffaOCM1jeCwCQoQf4qsV5c2wxVGb7OZmcmoVgq51gJcJeun4To10sD+uW6Udj83AgUZUTx1QxXSN5kzFKuAITnowOtBVn+dUrCSAoMlYq4jUIY9NAw4q3nX1qR2ZDYygKTAkbhthhqgHgA04GVIYU+ZUp4NSxZqgvr8Ag1XRUGzlLtOK6CRy5cXsZ7rjMB+ehGGQOaK8VY04KUsZNsOYhwMvrJmMaO1BAe18gHcAOAuxgIW9WJ//8DuDVg+1rRB7sJ2pT5ZH8xJSoDI59QzO805/SQFuEltY+PO25fVl3o+qritr9qebsewP5lAeEfe3+t/50U1X/jz1C/QmXtZKjMZSY1tR6D2MbQlbmeunsAlW2ZOdjGOu73qf3wBD+2fX/S8Y81wXTPZxh0PH8SX7tmLT93utVoJ/H3skNFs3XPYsBmPZoNzaLG1co2LTyJQuW+2i+k+Orxeh9zf8Hsfn3V/b1o+igPzXRRlhccOnV7Bs4Y2tKVudYAE0C9olg+2fMaKej3wQQEqfn7MrEtx8ezcM1gvpowHKx7UlM036XWaAGlCTz5ZTg/emHPqVuX9i1kH1C1y2RFZKv2pkYZzV0/OwQXQ5YE8gXfAg7H+XN+jIg1X7a876rogCAge9HIOhA+UXnBiP5A3oYAmrqsLmrUY1qBMAgHoHabfNwmRVgrErD0/wACeKOjqMKNg7ZwFiCs9La+/dqs94r1/5Zpb/m1+kziMrE94P8PfZRvVDSOL1Z8wOnoG5LUnfhK9pJfMSpkHpZH7Rl092cLUSMP9Tp/83RA284og8AD93m/Q0UqCFwZ0ijsR/ePAaubKEr4cBtxVgsmbmHhaKVy4cRpblo+hW5ZJenuSzcnqVzJwj8qVEmUOX2q8rY7URpoac53+DNcjYvzVlIVcZfjxXKso8jOZAyrDQS44jyJk8vwrlj+1XyNAppRSizJJafJDbW3AMfP3m5+1M1lPVy77g5yI9M3OGXfx/9PXX1FTNuWCtlHZMtaZ6pnR/KWucOvbbkju9Dlt0RptJqWCyZiS9z4Prm/0Yaly44C9gsJct+gLuKYc8suqisaBF1yYdisJjWv+Hkl568o2iKQAUA9s03gUahoDiBYBQ3ty28qJFnasnhh48baUbb43AMP1CN9Ni9m66RHcvWcWD+2fx/ceO4yD82YDmBiuRVnhyq3LcftDB/FzH/7qwJtIQ+tvRVlh72y37zzkeNr9++YWDTx40/lroLVCz85XrvmNTzltX8B4T9HG9e99+q7jV9iTavJZa2b9A64ObWhLwfq5BZtNvXj+Hq4n0+nKz0FscqSBiURwqdT6gdbR/dbIVSW9q+jYYlbXJqm8hIYrUqCkZ30+sbd1P4/CJz4PqEt9w8woPvBj6XXYyokWVk/6d4e/53x9rhzIKAlHPh3ypPS/xazq+nIfXbv2I7PVXhOu+xY5F0gwrJFeNxUDbqCnzojzCDGTFI5STzQC+jwnivXpI1jXx+nEPY7aJoX5bF05HpU/ZFfzvz3berDnJoUrcSzKHEvhCunU6TDX6U2deqLXM0t61q5gJQWYhusN56zB9lUT7ncyHrgqvEkrx1t4LNDBokG6XxRIGWTH//ZTzzjT5c/dw8OyQNW7Ri9mHGzVyjCQVk60UA2oReIKYE+tKu9G7ADDZDrpnaojcf0na+eDBM0aPF3frHLgyrSyQbP88UamnY6oSAPAdx87JNLxjEtpKUmBCNxSaTf9fvdIwQ8k1IfCgE5075PX28MyINtgL7hBdWy4hivtqC52ZbI3JZ7HxcqpVeA2EkwWMtvedGsaA/YhviusFQzg2uwDuAYvCeDIo5fz/pJbLdxBrd+ZHMiuGGAqNomsu1oKb9V2MDJyK561/Y1feZbP+4nPM4e2xOz/b+/N4yWp6rv/T1X13n33O/t+ZwZmgRlkX4Z9R8RHdAQNIDFRUBQMiiiKK2BIQp4nMb/4qI8SFX7JD8TwGI1EjTGICCogsigIAgOzM3dm7tp7/f6oru6q6lpOVVev9/P2hXO7+9SpU6dO1Tnnez7n+w1hbtHRRGQJU9kiJrIFV9cC5ZANrvp7Zv9MHp/73rP45i9eAVBTuK5b2IcLDl+Ex1/Zj28/9hr6k95Rl4k36xb2YygVxRGf+2FLzvf09oP44n/+ofr533+7E2eum+96zD/+yVFY0JfAToPy+ve7Jqt/j6Rj2L5/FgDwxLYD4Ra4Q+lPRjE+Q0Uv6W7c5pirRtM4fMlAnfFLkmyHbA3zgdPX4LMXbTSXz2GgV/Pzaa8YNJXX8H1JwH2L+7jWaqRyF5ZUja21KbeNAdu7H+9LOAe7DGUUYDEu2SaxzOE2Lh7A0SuHq591Y5nucs5Yvrot7TDPE4356nNFIYOrSxqrncBOGSo6npQM+Xm1IKOApN6PrP08uCyicJVq7UnnS39yFN60ebGhnDbPAmzapd13hjZqc3bTp8MWD+AYw70PQu16aie22gls70/lO+P4V7Y5RrKkt8nCtWzGhE6GUad8JEi44dxDsWXtaCW/AIVoAt1tcJXMQbMkybzN1fSStXxnZMPifpx/2ELTcdUHwuGmSHD24ar7onQ6X9WlAMwvh1QsgtM9Bt86VYOXTRnt1C/OCybawUuHkli3sM/0QrFzKVDXWaF2LX5JxhTkCs4qBb+TWqs/WX1bStVoZMgqqtQUI+Y8tEnLTL5YTe9UhlXz0jjt0Nr9sqbS/eza3Q83P7v6PdBWh7UXoKjR0FgO4+XZGTbtcNtmriNLmkK3tr3Beyu844tRsq83oNZm7VbcrMpio4HaqtwUVbgaXUdIkoRsoeTqt9Ku0/Sz1diaSnfVIIrXfTL5cK18Vxc0y8Vor71azD5c0/FItfBt6K9Im4kqMn6/q97XaK/Ql4hgMlfE//nZS7juX55wTFf0ubDiRSqmPVcHZjRla7GkQlVV5Ipl/O3bN+OBD52CdQv78HplJ05fwtnvJxHnncctxxnrFiDvsNslbF7ZN4N7Hnu1+lmSDO9UFzYtHcBT2w8C0FwK7TPsyJrfF8e2ipuB/T1rhDSPYN+wfBBHVYK/EtKtuHUhFx+5FB8665A6NZzTdntTvqiN4512MFmRZfvgPyajTPU7qbro7nYN1nKWbOIB1J9QNyoLGGdNIhcb1Z5UU9tpn91O6/zjx85bZzs2FzVMhoE+Hnf8vWILMAbz1ctnJ7ip5mURIykSkIlHkY41tqjr5r+3zleoF4Y24eYywJDc/nvJPsZISVWrQh0/+S4fSSFj6L/t2sO6RX0YzZh3sdjNe91sVEabhiQBg6kYFg0kPI30TuizZesc1npf7B2K6Gklz7+dng3r9dvoauu+c6sXL5yvorV0tcEVkFAuoxrYRpIk0ySoPxmtBiQwBqqy3qQVI2l88sINNrm7yaEtRjPJpskYVorMSraaYcf4fSwi43jBIACav8eaKtWISOAj/Rr0Q998xBJ88sINZoWr5P04+12pMnLuxoW47qy1jr/79eEKmI3EtX+lupd0RJZRsFltrQXIqn+BWFfLjlw+hJsN7cZ6Xv3+2BpcXe6R/lLVg3cBqIti7LSybFdeW2fYDkQVWWClVTuH0eepm/FOP8aOlSPpusBUdlvhTXlBMvXm1gBiepupKlwFt9/KlhW72by7wVUri5lSWdy3qbVOIrIcaIHBKW9jPepJrT5cHY9HTT1fthnguLU/0rtMzBbwrq//st3FaBrpeART2SJyhZJr+y6Vy0IDdFFSusJ1WjOY/fT5PbjkK48gWyhVjauyLGEiW0RElmy3fpJgjGRi6G+RAVtzo6QHPhMPCrpp6QCefO0AACATVzBjcIEwnI5j50FN4SoS8K3beNfXf4nnDIpeADhj3QJ88EznsSMh3YK3wMGcRptPihlRGx2iVRfe64x1tXG3vapP29Vpig2CSr/pUSh9G3z99/ZGKqPC1a78tb9r8xW/5hc3QUkYrrXs6jhwPpa87LbvG+tXE1SY57tb1o4KBSR0cg1g116sx/nFySWCFeOjUe+T2HneZHX9Z1sGG8N1fRrz5xNXj2I0Y/bTbtfG/QQfa9TQrx9f307cr89Yn06GVan6nf6k2b8f6ttk/WfveC72hbXN2+bCRBejwqKrDa6SpL0sqgpXmF+M8/sSOHfDQlPD0joQb4NSzVjqdEMtQbPg0ClVzma8sR+/YD0AIBGVXbfUu6EbWleOpOqMQiIvjlr57Musn8P+mNr3a+dnKt/7f/qXDadw0ppRx99L5bLvKMx2TrGNSkydaER29OGqpTW+OLR/vR7Nqtq3coCuFo3ZGPxcDWtSrW3rHcQhCzL1yRyy0L/Xt+/YdcJOiPqxichy9d7o/ouDvP/fcezyOoVP7bPBOZPx/FJ9JMrqtUm1d0AtaJZYyYyXrsgSskUPH64274eiwIDSCWMgskbR3FBofxsDxhkjccqyhEUDCcRtrlGWjYtF9U5cG+3wSXdyx9uPwJnrF7S7GE2jLxHFVK6Ig7OFqi94O0plP657vKm5FChgJB3DE9sOoFxWMZUrIm1wazIxW8CKkRQVriHSF49gJO0cuCpMInJt3OHHR/1IJo4D05r6OR2PYCpXrP42lIpixwHN3UCuB/2aPv7Kfuyb7lXlLmkHk5OTuPrqq3HZZZfhkksuwRNPOO9maCb1Oi6bNBZBgSRJ3nOREMdm9gY1qTo3sXuFaeNG82I/oPWbXu88t7JbfzMGELMzpulzn5rgytmgFLTOwqprr2y8xtzGHZ5WY5hVPHX0yqGq/eIv37oJ1565pi6fhnGIs6GXyU8cCKmSge4XOCiSZF/P//Snx+Kdxy33LIPnPXI7sSWhm1Haeo2STRq7bINgtHMoliDWdm1O/2gOlCWZ/jYu1DgZ5E1f27UP2BtybQtj87W30b/1dLfBFWZnx3ZqT73h1l4iAisUhjUwt77BGjSrLqmhsRlXBvSJ3IL+BPZM5KxHCaFf8yXHLDdJ2gEIK2/sVjMGUzGcV3GvYDQo/eTDp1a/M17o/P5E7fuQEYkcaMWq5FSh1ZU1aFZUllC08eFaPc4QsEoyfOeKpahKpX7tfbi6uBQAqivEertyW/2pO77yvXHl184Zth0RQZcCilx7NmTZ3v2E+ZrE7+Mn3qgtSJTt7a0AzCv82nlrA6qqwrWSgZ3B2w6joVSSJCSjiqvRRfeXZMSfSwFzumrwsZCwW4E0VoUiSfjBdSfjqBVDNmWzBM2y+T2MlX3SXejvUgD4x5++UH3GeoW+hKZwBdzfZ40srNihK1wPzOSr6tVlwymMT+cxbFBHxCMKztqwwPaZJcE4auUQxuY5R/sOk3yxXBUIFMuqr+BnenOzbvUcTMWwq6JwbZVrhFaiKO5jNUL8cuedd+L444/HXXfdhS984Qv43Oc+15ZyiCxc1ylcIRh8qjI+azQwjN04r+bDFbYD9GRMQSauwCpTKZbLQtHgjUag6vd2AiDJvJPPmmQkE68GArYadMIgrDFwGEZO3Xer3UzP6lLgwk2Lq33PQDJadWmk56Nz79UnuJ5TRMBmSlzhrACL9r7un6Mhzn5n3kAyKrQz2Mlga/5dNB97i6C72wijTSJ4m9HbiPVcsmRxy2k5zvg0W+PKGA8yLmw4lbI+SJb5s5bG7SrEn+OBZBQL+hN13zNolg/0reJGfyW2flasFnvxE7jeUGvQLOuDrD/cTiuS8/vigQfIxijxVmw7NJsC2D1wsYiMw5YMADAbkb1WCJtlcPWr+DNK9bWBiVo1GhnrK6K4K1yNPkJFL876gpErq0V2fpHcVJf6wEFfHTYavu3O50TZdAli1xBRZKGVVkWWEZFlLOiPQw8gF1YT0O+5qqq47S2H25xfsiyemp9DXcWppwnqUuDfPrgFJ61x3lZj12mKrOAbjzcSkb194YpiajOGyvrwOYdW/5Zl2LZNPQN9kGr1f1zLP5Siki7lrx54DpPZonfCLqI/EcVktiDwbg03aFYqGkEiKmN8Jo9kZfLz5GsH8MKeKQwb1Jfz++NYt7APSwaToZ17rnPi6lHM64t7JwyBfKmMeMWFTr5UFt59AWjv21JZRcbiTmIoHcX9v9kBAK5jmm5lXibuuvBJiF+uvPJKXHrppQCAUqmEeLw1z78VqyGw7ncbi6Ykiav89PHpuRuD7UrR53vW/lCf1zoZmK4+ZTX+6m2bq+XVKZVV73gPrmNLq4FIMgkzrIe995QxbTeIYXJW7y2yMcIYBWgGJ480HraLqCIjqmiuBo1qVycVshPGeXKjgZl0rHV+1oYFQtdcPT6k+YarUMnjTvoxptbnXf/Z7pnSsRoC9V3MNXuAZzE8yyhVGpTRbqGVQez5OP/wRYayo+5v3fQvanuwLq4Y69t30CzLvVoxksbZGxZY0rR+AtvVBteqwq5ScbIEAf8w7v5Y9ET6y83tATOqFJ1eHm4vlfl9CSweqLe6iyDLcHyJBjX41J3D9AAY/rbLqwlqt2KQSNBSrdwLBxLYsLjfEGm9RlSRXCcnRp+vEoArTlhR54fF5tTav5U/dIVrzGZS5eU/UyuDWh1E2Ne5O1WFK7wVqDpiimJd4Srh0ZvOqirLXV9gkiEIluAtVQEsHkzUG/tgfgFbOyDdhqi7VBAOmmXIRJElxCOK6zXZ9E0ol8X98tWdP0SFq2R4DoyDc+Mqn9u55Mq1yZLu/9jaCVPfOlfJF9WqsvVvfvhcm0sTLnrQLC+KpXANrsmYgsWDSWzfP4u+RATz+uJYPpzCD5/djaGUweDaF2+Zv9G5RWveZrliCfFoReFa8qdwBYCZfLFuHDKSrhmL8j3oUuDolUP4tw9uaXcxSJdy77334sILLzT99/LLLyORSGDv3r244YYbcP3117encB7j8prARTJ9V/Z4zI1ZqgC+fPnRwYtoZ6SszI/XL+rHipFU3TGyLCEWkevGjiK7FnVDjZ2RxW7h3+TDtU705P6vXVo/2M0BmolbWzl7/QKcMDZSp/TVqkV8xL7c5n66lkcgW19CN7vjDX97qRK1ebO9oc7NHiM09dINlU4/OxlzLV8nogrOtARItz6zRtYv6kdUsboW8S6uG9ZbZ2fMdTvHqYfMq/5t51LA7fjhdAzLh2vtzM4VCCziPnuhn6PJ1bngwinCp6sjL1h9jWrR0s1pyhYfMiKBoKr5e3SGVoWr6/E2L4lkTMHDHz9TsDT15/ajcHV6R7ldnzWAlp4+iNoyCOXAQbO0Y047dD5OO3Q+3vnVRzQ/loasoooMt92wxvSSBCwaSHquiFidRGt+MCVb9wFuEy1jHdeibFoHPN4rR1UfrrpB1DW1hiJ75ytLmorUvDLmnbfbYMcO3a2D3WDPzcdNVeGqB80SbEPnH76w+reY0bRe7T2vL44Ni/uFzmdFkSXhgHdeGLfOGN1jWM/ndbxTx+n0HiC9z32Pv4ZNS7VdEL959UB7CxMyiaiMO3/+MjYvHcD6Rc7PcdgK18FUFH++ZQw3/etTOH5sBPdcdQL+sHsSZ//PB019xep5GSwMuEhL3GjN3rJ8sVx1cVMolZ13GDiQK5YxnDar8WIRGf/7sqNw9V2PodAlW+/3T+cx5OE3d+9krroDLMxnjcwttm7diq1bt9Z9/9xzz+H666/HRz/6URx77LFtKJluUHVu20uGkjhu1bCwEcSUt8f8VbCAkNT6TC7ctBj/8F9/cO0jgcpb1XC4yK5FY7m91Ki6IEBP62h+MeYZ8qskDOmByHja6zy6kEybj9XmopIErJ6XxsIBdx+lOtecvsY7kUCZRPwM+6k5005Gj/PqVVmnBJfq52y1PEXKEE6aqCLjREv8GpH2qS9+VF0CBGzMZsOzxVhad87aN/qOYbv8jGU0/Wtz/sWDSSy27NKyM/5Wz2uTh1Pe1nK40erRUlcrXO0aqPVlXrZEghVZkdGSeMuhjcZAu7Q1nyrhR0NzUxT68SHpanA1GN+MD0+rhr6awtVfE7VT7emdsrEdeNWRcWXWq550rEn0bfZ2Cks3Q7LeEelbuSXJ3qDpVaY6rwgC1yAWqbHi67XyuapwdTvGdLxYC6oqfK3GPsvqt3UwpdssVahYMz8jvF30tENrK44iBlftvpjTnb5uPv727UcInc+K2yKKEx86yz5Ss7HNaEGz6nGNvCqZB262v3MOPGfJF8tIxxRM53vHpUC5XBtM/m7npLaw4yCnCLT7woWoIuPiI5cAAD570UYAmtLk/aetNqV70+bF2Lh4ILTzkmCIRgm3ki+Wq0EKC6Wy7e4XN3KV5+4rlx9l+v68wxbihLERk4uCP+yexAt7pgKVs5kUSmW84fM/8vT//Pi2/fj1y+Mt97NGep8XXngB1113He644w6ceuqpbSuHl9FpIBnF+kX95vEzvN8/+tjshNUjWDXSoH9qm7HelrWjQmNVazmFDa6iRZNqCtc18zM4w6oatBh99LztRUMBjVetGgdLYsZdqwsB3ZhrjfUSWrFs56bmL+3mcX7PoR+vyJKwKx47hatX7BPPcgiduf683mm8bRJhWl90m5VxcUMP9F1NI3jTjOmstgBh24mD7cZY3vrzOpVH4JxtmL92tcFVp+ZSoH5LrnWLb21twB39AXdLaVW4WtM2c9OtZpyp//7frz25LqgCYN9Ba9UiVkajitiOZjRerXP2d4ydEUmfOBvL6PXCVlUVklw7XuTyjCpgoOZSwO5cb9q82DUvbSCBamutNzp6GwWrCleIB80SCbhWcyGgf67Uu2AbEG0q+kpl3bVLFmOy4ZmWIEGpNJqyCoxmYoEGUqKK3UaavbVYSwaTOMenr60PnXWIS/7aCaxtX8fLpYAsGzvjutxbtvBCOo8Ds5pCbTZfandRQqNQLlfV8A/deDpiilwX9f3p7Qfxq5fHUQ7Z4Apo28ye/dy5VeVfPKLgo+etC/UcJBwOvfmBQMflimXEK/3T7omcb5cC+WIZsYiMczYurPstokim4Cdf+u8X8a1fvGxKUy6rODhbAADsOpj1Wfpw2D2hndf6bFmZzhUxPp2vjmMICYs77rgD+Xwet956Ky6//HK8733va19hhIwDtUSLB5M4yaKOc+Lj56/HlrViaW3Pq/9na1QTz0PnuLER/O/LjnJMWz1CsjGW2cwFZEmqytR0tzzmnGrz1mbsyGp0DlDLR9Sw5Z1GlozXLbpbLxjCbcB2/umvXBK0uczbj16Gb/7ZcZ5pgXoF4+r5GVv7iGhphPy8Bqzu/mTEtRymuCWSXqfBsLNvSZJmV7L67RWzfdjnrx3v35C9ajSNsdF0Tans6MPVwR4FsXIHXTgPSne7FDAYfE5eO2oryy+r5sjcIg+EnoeX38tlFh8U1rRXnTpWPWfY91WxOR8A39uZxV+Y7sc0w/wykS0gE/fnr85uEqxF1jYbY+22+Rspq2p165+IcROoX02VZe3vmM2k6pRD5uHJT51jn0/lf9WtEQ6DBa8SGX0biXYEEdm+XRmRJW3ru9HtgeJh0NUDXcUUGZ960wbvggBAxeBcH4zO/KK0lldXD5+5bj7WLewTO5cF0UFKmGOZRFTB6nmZUPKytlm7Ynq5FNCannkRofq7zbuWzA2e/NQ5+My/PYPhdAyv7Jtpd3FCo1hSEVFkxCIy5vcnkIgqyBXK1YAFALBtfAbZQgnFsurZhwQh5TAZIJ1FUF+puYrBFADe+qWHcfOFgn2h4bxxB5/kMUVGKqZUt/3li2XE0rW007kivvbQS/jbHz2Ppz97Lo7/wn/i5b98Y6DraIQdB7KY3xdHrlhCMqY4ppvKFfH4tgM4WdC4RIgoX/rSl9pdBAC6YUDAiGP4vHnZIDYvG/TMOazRmaPIRuAMiahiGmcOJKN4w/Ihj/PZ/213TgmWAMdOeRqOr3fPZn8uUcIYBwurAEXyMiQOyyDseb6gxwob7WsJFdldrevWHC5yETp524VE59E2c3WBC73pgvXVv+2uYWF/AomoHMruQlNQNf07aHPnNx+xxJLWO7+6XeQwPGsBbExjlXmw1SDsdoyRlSNpXHLMMuHztYquHt3XDKMSvvVnx2H3RNYU0RcASmp9EBuxlQynVZka15651pTeep6xqvEk/Dsry1LDChvRZ0FLJ+GzF21EMqo0ZaJpR6GkYqNPA7KTS4GyqiJieWm7oRsHgQCrVlKtLJIk4eOGF6mRgZS9MVk/n6qq0IWj1tOLrFzWhCHiPlxFDK6QzNsG9JUxkToaycRw2fErBEqCOr+71dNLltU+QzpJqrWBtQv6sHZBQIOrwLOlPxdBaaZGVLsn2t9O4w+39nP40gGMpGPYWVFB2W0Rolu9uUl/MoK9kzkMp2P4/c7JdhcnNDSDq4TnPn8eACAeVZAtljCA2nt6KldEoVQOtPuCdC4DyRheen0aq0a9t9/qi325YgnxiLPB0I58sYx0XMG/PvEaAO+dNlZyxRJiDueMKBIGU1EUSipiEamqhtX5/m934tGX9gHQgm+1i72TOSwdSpoUrnc98gqmc0VcdWrNhcZUroi9k1nHcRIh3U46HsGRywdd0+g7ytqBrqLzs53XyI+uPxVpl0UVO2Qf42pdyOH8u8O/vkrknn9YtyasfLT20oSMfWIVxdiJNkTRBR6iwrWaMlJc6SbqUsD1dxfFpfD5HU7y3zechogiV4N9S85JPTn1kHkYzdS72vO6R87u6QzHwN1uZodT+tp7z59iUZYlDKbcfcT7z7Vxutvgqv9b+cMYgVtHVVWT8URI4WrI086osNDmPG75Wg1EYdGo4dOPb1JJAt514krnNE14p//8Y2cg7dPvjJ2hTJbqjXdeW/mMilhxPybmz7rbh4Gk/wmDBEPQKMm+DN7FqrU6UeOY5nfWPbG+EobqM+LdjiTDf6JI0P3Ymo8qla0rauat72Fs9RVzKSD2/Dge39RxUG0lP0jQLD0YAn24EiuSJCFXLGHL2gUYTsWQLZRMKtBuRXMpIFeflURURrZQQqFUrvYX07kiSmW1YnClxbVXOGLZAF7eJ2Zw1QM5TcwWMa/PX7vPFcsYTMbwu52TiCmy7+3ybgrXiCJjMBlDvqQZWvOGdgsA0/kiDswUsHIkhWNv/U8AMLXtZlEum8fgU7kCRjNx5Ao1g+ur+2ewzaKWn84VsWcyh75EV09TCHEkEVVs3YMYufz4FUj5NFqGSSNjvSB+Q/VxdX1g3Ho3erIkqnDV53K+iyOQd2vyEHaLYBDjNLLtXJTGFL7ix4qmDDteTu381X1/zmmaOC+KGHbcNjr3PGyJFgfAZFuQ6q9N2AVnJc3Gxf3VZ1QX9Ak1WYdFlprh3Fl81RAttrh29Yyh1k6ca71UVqsN4BMXrPdlfXd6eB656Uz7tE75QKxT8IufiObOUd4E60L4TOGxxOKPRwT74FL1QbO86q5eQSn+0jH6DQpi/NMNiHrHYTfQEHmxV6N3SsDp6+YjIzBxkSTJs27kynXp1ylLtQBhruXxPLuZdDyC6VypLt9iuWxSBukdkPahceU3IGa0XTWa7tjoyUYFtJNSWMioLJn/rX7fks1KpFMplFTEIzIe37Yfb//yL9pdnFDQFa46iYiC//XjP+BT//fp6nfTuWLVpYCbD2TSXSRjEWF/xHo63fDqh8lsAfP64ti+fxbrF/X5dk2Qs6hWjURlCfP745jMaj5aYwY1DADM5EvYNj6DPzmutsNk/0ze9zX4ZeymfzcpjSazRYz2xfHyvmn87A97AQDpWKSuLNO5EvZO5tCfoMKVzF3S8Yhvo5Ykaunwygcu89om9X+uc2nLOWVZgtCaVVWQIdXNnSTLv36wcyUYFBGhi2g+putr4jDF2d1E/We774TPU/k/kVttDHgdttVFVKAW5Dh/BTGf64+3XRAwG8nU/kVsCm6Gz+9fezIiSs3tgduz7JSHtYT2f+vfBK/YdkQh6W6Dq0CFldXaFuP3nDImpnCV9JUhcaOC7JJxszqmRqMOiq7GiPjh6JSpp90kWJGkyvZ8g8HVw9pUNm2HEHs07YxTQVTIutlWNxLbrf7Y+SKyolbTAsetGhHe/hj1KHPVwFo5/bLhFA5bPODalkQWR6xkEhFM5Yp1+RYqvhZNeRvShGEEFSnnu7esakgdFFVk9DUrcigMBlVVdRgEeF9jdbXS2v4E3x2kN0nFFMzkS1g2nMKigfodH92IVe2XiCp48Pm9pq1XU7kSZgulOuMs6W7SMQXTObFt9vum88jEI4H8uJbKKvoSEeybzmEgFTMZREWwugkwElFkbFjUj5denwZQW7DUmc4VIcG84+bATMH3NQTB6D5gMlvEaCaO//zdbjz56gEAWp/9yB/HcdBQnqlcEZPZIg2uhLQRp/lPs3o/N4FL/cK/+7Zx4843u+M7BsFyiSQzBc0SzzoQovk7zRf83I9EVBEecxmVkWHjVuZFAwnbXbn+jXtubVq/t7U8RVzgiVBnFBec59nthDQKz0TO62aodgya1cBly7K3uCxsutvgKlBX5bJ5S7Jfi7ufG+qWtBkP/qd8BFywO79bXfzSoOLVHgaP1bcO6chsXQrI9QrjRFTBYUtc/MMakous/OjpAPPLJ5jCVfuvXIkubzKe2ZzPCX0g4rcde72EJEkyGawX9CewcXF/aCu0Opl4BFPZQt3LvFgqm84vSTUfVxK8jekitMJn1pr5Gfz65rOakvfiwSTOXL/A8fdb33KYYE56p1n/bbv8ipH205+IYjJbxN9f+gaDr3Jxrrn78SaUqjG0QFi1Np2IypjOF01buKdzRczmy9g3navzF0+6l2RMwWxBTOF65h3/DSB44Kx4RNYMp4qMfMnPwFCq+I21H7Z/4PQ1OHRhX9XgmojKyBVr1zSTL2E0E0cypmA0E6t+1wqM7gOmckWMZmJ45I/jmK6cfzJbxLVnrMH2A7N48Pm92HUwWx2z0qUAIf4Ia2Tmti24WcM/o4FXMn1fP+b08utp50rAaZdr8OsJQeABb6WsuEDKcr0dOk73VSxJwt9degTee/KYZ9Jm7RLXhXhuvPmIJbauLX2dB972otoCQmP31thWRK7PCfudxf4M/l67MG3fQYJ523Hh4Ytw3/tObCAH/3S3wVUgTVlVTUYvCd5vLaO2VTxaufMLc+VICre95XChfPwQadD3lptKcr7lpeFdDZ3xUrddaZGkum3ViaiC733wZMd8jH5gRI30el0aVbZBjH/W4YBVwal/59U2rW4RRPFqVxI0w7a1jF4KV78d4dkbFmDFSLqu7IWyWqfyMfqNCWO1r1ULX36DroiSiCpYM78S6VGq33Zl3FbqRk3haqYVvqFI59KXiGAyW9B8RQYwPH3/qZ1NKFVjFEtl07svEVUgS5LJKJUvljFbKCFfLPeE31qikYpFfBkf9eBpfpEkCbGIUnENIPl6diQJyBacFa4rR9NYOZrGS3un9SPwxLYD+L+/2Y7x6Tz+6eGXMZqJIxVTqpNCUTcKjZI1GX6LGEzFsG86j5mKqngqV8CGxQPYfmAWz+yYwCv7phGPatcZxAc+IXOd0MZnDhk1c/znNJewLr7owhQvjD5N688V/EpExTiieYWBMciaH4FZENzmfca7ElVk292ewsY4QAvYLWjzqJUpXPOrHwNi3YFhlsHF3hQ83/o5nd0p7GZ+dgshPk9uvwhS+c7JL28jz64sS+hr8e6Z7l46FqjrklpvJRe6RZJPNSycDWCDqRjeedxywZyag12DFW2rzX5ph4mdolSW6n24emHsw0VXfvQUxn4liGRdP5/RJ2yQFdmqD1f4u4FRD4OlrnA1n9+9AwjitP6a09cAAO5+9BXT91aFK2AYUEHybeT+l/ceX/ddL6k3FVkK7ENakpzvWw9VEfHJB89Yi5KqBja4diKFkmryDZ2OR1Aqq9h+YBY/+8NenLx2XuXd3urYpqTZpCsuMnRm8kUkIort4t3mpQNYPpI2bZM3UiiVoUgSZFnCH/dO4R/+6wX87duPqP4ej8hQZAnHrRpBf1J8CB6VJUzlilgWSTmm0ZXnGip+v2sS3//tTiwf1o4Z7YshGVVw4abFuPSYZSZDaDPQd9kYFa6AVgeypPnB3TeVw6vjs1gxksIvXxrHbL6IvVM5JCsLGmFtlyRkrhCWqlEzMNmbmZrpwxWoV/lJ0OKwGJErYhqvvKr/ws1IGOx6wqgFsR2U4q7tzArXwMUKjPWchy8ZwMbFA+Y0TbIqGNvNaCaO9522OpR8/e4UNR3r8zyiI8xG763VcFu3k9Hy2cl9h/VdcNyqYSwcSAgbhp3aglmZbndcd9HlClfv6lZVc4RUkRWp2stZfBXBr1FypEO2Iwq/6L1UwR3S8u3G5ooE/MXZh+DdW1YJ52Py4SrYDvQ0RmOdPtHxg3F4o6rah7qgWfCuc6NLAT94uxSAKWhWkHP4w5x50eLD1Xj+IArX48dG6s/YKQ06BLRIrsGP1f61rmA2b8BEOp/lIymsGk0jIksoBm1cHcaVd/4SRcMW78UDCeSKZfzn7/bgk/fXAmc5BQ4g3UsypmA2X/Ph+o6vPorvPrnDNu2Gxf04c918x4WGD/6/T+Cff7UNADCRLeI7j28HUAvgGo/KSEQVvOvElXjLG5YKlzGiyJjOFR1dCugY2+aSwSQGklFsPzALALjkmOVYNpzCpqUDWDqcQk7QjUJQdKO01bA7nStWg3g+8MwuXHP6GiweTGL7gVnM5EvYM5FDIioHDgZCCAkHq6Hppx85DYBY0NVA5zOYFusNQJZxKNy3X0vVf7W/5LDFQ4JiHKGsBO0SXrz/tDWmLefNHKe75WwWLTUWzNj/dnct7WAqhhvPWxf4vHa5Brndfo4Rcd/YjDvqNKcTKbv11h62ZKDqe124/bmIeprhw7UddLfBVaCytUGu2TAk0gDsohm6oQc3EuWxm88WTxwCEiTceeUxlu/EHwavVJ3S7p0UrqtG01gymBTOJ5DCVXcpYCjDB85YK3xOc16Gv2F/fq97Z7oGH3fIKxCUNWiW8SxO6J1EGJ1VoVw2KdG0M9c+h+HDtUFvHR2F5ucqmFFMf3fWGVx9LEaR3iXIZKPUIQbaJ7btx1Xf+nX1857JHP6wZ6r6ecmQ1l9M5YoYStUWSDXf2mz8vUQqFqn6EwWAqWzBcRubqgKxiOzoUmDb+AzKlTZuDHI1WyghGVUQU+RA7igiioT9MwVPn6bGpjk2L41CqYwdB2bxwIdOxqmHzMOy4RROWjOKRERBttBcdboWICuGrMWwm4wqOGn1KAAJ41N5LBlKoj8RwcRsATOFEvZMagpXqlsJaR+66yjjU7hyNK3/2qRzimfttRPNukOrGf12GDmK5iFS/mXDqTqbRzMJatD1b0RtLyLCM7djwyYMw6vRBmQ3P3faXWvF6TkUnfM7XUvNpYB9Pt3UfoBuN7gKpCmrqiVyvYBzavh/QfsxXrYDFSpSMfMgX9igLJCuUxq+kw9Xv1inWn5yaHQ7un5fssUSElHZXpYvSZ4rzPo1+N0K4WWwlCUJyahiUmmLvFg1sa7/urEeUSypdf6AjL5GG1lJ1VFs/A11K5rCNaCRq1KV1jptZHsNmdtYjS+NUC6rgV0alFXgP57ZXf183KphbD26pjhMxSK49kxtwWzxYM2n+b6pPEY7ZIcKCQdFNi9Klcqqax8QVexdaZTKKhYOJLBrIgtAU3KmK+Ou2XwJyZiCeFRBwkOlantOWcaeySwGU6JtT8IdWzfj/t/swANP78K8TNz0azKm2D6LYS6IaAGy4nWG3fMPX4TP/4/DAKgYn8ljOBWDJEkYn87jgad3Yc9klj6SCQlIUHGDbV4O+TRr/KeXvW4O5qKA85u3XR6Bt4uHUA8iSlQ/99QaKLxZtGre70+n27wF/U6Y8uj2gNFMHKsDBKw15wXXixJ95pz8yguXAw5tySQ864Tab4yutiqIPOzlskUt6GNVwE9gGD+rcp2DoE8Y4ZTtx17h6j8f63YIP/1Kowa/9Yv6sXZ+H2bzJaRiCs4/bCHesGywLp1X+6+6FPB59zyDZknaVo0rT1plKkuzWkidwrVUr3A1OolXQhgEfOKN670TdQmyVB80y8+x2r/m77vpnUA6Cyffl0G469FX8IH/9/FAxxZKZSSitXfd2Lw0jlw+ZEpz/dmH4JRD5pkC90xmi1gw0FgkWtLZFMuq48KjJGkTjLyNwvXATB7rFvbhh8/sxoPP78Vkroi+RBSlsopsoYREVEE8Ekzhmo5H8NyuSfR7KFyBWt8/XFkYeHzbgbrgU4mojFmLwfXZHRP49Hefxmv7Z2zzfWHPJP6f/3pBuMxT2SJGMjHkTC4FzPWaLWiGaEAz9o5P57F9/ywNroS0GX2cZ7/DrjkMpWPVd691jGkthqfCtXpcbX5gl09QRBWArcZ4fc2MR+FkBH7D8iHccO6h7sf6ssWIl6kRl0+XHrPMsxyBREM+D/HakSgBWNCfwIlrRn2XxZyP2TBvL1gzlMshn5sv3GCfv4/rtkuqlyeoXqjT6G6Dq0CasqqaDGBCq0SS3tH4WcHpxNduDbsGK6pS6yZjspNLAb/oL7yBZNS3calRgeWKkTSWDacwky8hGYsgHY/U+ywVOE/1lkv+ViKtxkwrFx9Z73cuzBV1K9b7V1bVOrcHiyvuIiRJChSozEom3t3xBI1oBteAQbP0PKhwJSERpsK1WFLx+lQu0LH5YhkxAd8h33z3sfjub3bgmophN5OIYEEfDa69jKZwrX/B6eOCmIPCtVBSEY8o2Dedx44Ds5jOFXH4kgG89Pp01aWAZnD1P/T+k+OX45kdE0J9+WxB2x1jHDdYxxB2LgW+/dhreGXfDLbc/l+2+f5+1yT++ZfbhMs8mSvYKFxrfdH+6QL++ZevVj/rAU52T1DhSkhQwhybOW73bdL475rT1yAVqx9/2xp9PcpQNbB65GNN44dwFK7idgmh/Ax/tyMA8JLBJN60eXHLzwtUDK4Bj/3Lt25y/E2rxmA5+zI8CtlkwrunxkWJoNk6K1xF49/YpzM/t0FK1ll0tVVB5AaUVKsPV4EAULpPC58rMJ0e2dzO4biwywSvji1gmcLG7h6855Qx3/noU4InP30OvvfbHT5fmOHUhj5Bsz+HtxHY7MNVHOt2fSvHrBz2XR63aPdeWI/54Blr6wL1XHdWzVdupz+HrUaWpcArhI4+XCWJ9UwCEabBNR61VxqKoPnXFDfqDCSjUFUVmXgEC6lw7Tle2DOFHQdmsfOgZii1e7sVStpin5PCtVAqIxqRNH+k2QJkScLykRT2z+QRU2QkYwpiARWu/Ykojlox5J0Qmgq7LxF1TZOI1rsUmMkXsetg1vGYYql+sdONqazuUkA7j+bbtlaz2WIJHz+/FtTk6MrYoqSqnsHBCCHOhCIBcjEEtkNiZD2j6Bi0pmwNt8wtHwILnrBVPlwbydtXUHKf52qau4sWCU28pmuhKbQlr8+Nx+oQeU8csiCDRTZjav3cTv70u42uHtGI3MiyalZn+TGgaipC8RdcJ9sfnJqrSJFFNk10yrXbqT7XzPfv58Qo6ZebuF3eDd2lgCOeCle1mszP/QmiEBVaxUIww7y19hNRxVWB6mUwnmvIEqpBXPyi31erm4ZmKppJbxNmoJ54REEuYH75UhnJmCzks/KZz52HgzMF9Cei6EtEML8/7nkM6S5OGBvBT5/bix8+sxsT2WLdoh6gtZmYIjsqXHMV1XR/MoqJ2SIOzhawZDCJyWwB//KrbUhEZcQjiuNCqhf3ve9EzzTxiILXp3Im1wP//J7j69IlowqyRbPBVZKAu99zHN54+CLbvN1cLViZzhVx+wO/x/LhFCayBQDAwdmCybVBKqYgbenLH7/5bGTiUUzlikLnIYSYCXds5qA+64Dxn7fCtSL00D/r/3VC4Q2IzsOF85OMf3fWtXYrQeev2rE+7h28t9CHZZGQLUJBz3x9qodFDdSDqRiWDadsyuffdtfJdLdlQuAOlMuqyQi3cCCBs9YvcM9W0ldfmrcC0wlIghJe7aERUwW3mzACJl12/HKTz8t23dvZis83O7TFAPfj9Ze2iEN2I65GXge8VislNODK3OfKZhhtoJeQgMA+XPV7WhctWuzVQUgd339qR2h5RRXJ1jAmQq5YwmgmjonZglD6vZM5zOuL40NnHVIXgIh0PxdsWoSfv/g6vvzgHwFoalUr+WIZ0YiMeFS29UWs+ReX0Z+IYiJbwN7JHFaNprFnIof7Ht+OTDyKeERGvInb5RNRBXsnc9VFyRdvuwAnrB6pSxePyraLFfP7EuhP2i9olspl4f5131QeL+6dxpr5GRyYKeDaf34CT7y6H/P6as9OKhapWzwdTseweekA+3FCOgCn3WtNnxNZunW704m+Ikw77OqHsqY0fghrbijq2k/0VK0zVDUgNHNoV7ZJfaQNSw35x9suqPsuqLAufJcC/stgx+nr5lfHBnbGUe1xaexkjRxdPbY3BK7dbXAVaXRlVTWpsxJRBYcu7BPO358itrsGiH4epm65sjC2OS/sT5ie73be23TceWLmGTRLT1f9PzE+deFG8cTVwgiu0gYc1IinlThRs9CYD1epkkf99922wESahb+29cKeKZy3cSG27bMPzOOHYsne16YI+WIZ8zLxqvrOi71TmsF1Xl+cqpEepD8RxbM7Jqqf7X20agrWVEzBbL5egakbXIfSMXzzF68gXyyjLxHBa/tnkS+W0Z+IYOlQEn+2ZVXTriMRlbFnMld1KeD0fMQjsiWYlbeyJlsoCxuL98/kAQCr52WwfzqP7z65A3/cO20yuKZtFK4A8IWLD8fWo+p9xRNCxAjFEOgy82lFH2i3xVm0DF++/Khauuq/ZsVrGIQ1NxSpT+EqN6TrhemQ37YWxj2pE5mgc0R1YRUjHlGqLoLsnvXzD1+IlaM15anq8+QNl1OqnbcXxtzdbXAVSFMqq76NcPqqlagCFNX0vk7Tcuz8dQhvBfdI1ynXHoaxTZIkS5TA9sj5nvjU2Th0gf3igOZD0yODgKtCzg6wndHaiHOBGvL14/NgGlzN1LdncfSqtNapiOqdzB3+uFfzfynCUEqLWn7KX9cH5nl2xwQOVAw1IugGriDki2XM64vj4GwBqqqiWHJ/RnZPZDGfwbJ6lv5k1GRkNSqnf/XyOCayhYrfXxmZeASTNlvetfYo4da3HIbzD1uIiWwRmXgEr+2fqZ5DkiTTtvqwScU0hWtfwj1Eg/7+/tsfPgfAOzIyAEzliugTDCg5PpNHLCJjQX8c0/kiIrKEV8dnMJqJVdNoQUHrDbgisRYIIfaEKRBxmid2wtPpNrc/d+PC6t+mLfYOJQ8s1AylIgTc9vnIzRq3plk0Ikbye5ToZTQron3VD3AHtPxm+qg1smggibiPOAf2eQYvbCfUdZh0t8FV4Eaqqv1KhWfelf+EnXJ3esOweQmJbjT3uyW9nYRjcK3/3I4AQf2JqLsR0+OeVH24tmAxQDj4WpC8faRdt6gPw+mYd8I5hCxpQUiCUNuKZTG4ojMG3KQTkHDXI9vwtYdeEkstATsrgXn+/Bu/Nv324B/24vndU8Jn1hSHwVpizmBw/c/f7cFqD1/fM/mSabWf9BbpmIJ907nqZ6NLge88vh3P75qs+nBNxyOYtjG45osqYhHNpcC5Gxdi6VASmYrCFYCnETQM+hNRbD8wa6sctePFvdO4+f6n8cfXpz0DVc3ki8Iuhw7M5PGx89ZBkiSUy0AypuDV/bMmdxzpmIK0TURyQkj7cTOoNXtBpG5reENG38pOrcrrzVT0RgxCLRZaBdmR2sn6k2bUndqkfNFAvn6fFc+gWU2YfWlFDDdfP7vEnY7vJbp6pCOkcFVV3y8co78X4UPbZJQT5X+8YTHm95n9zvnpLLpF4RrGIECCeQt2JxqXRFTHm5cO1tK2oDzuv1eXB33j5/k9/dD5/k/Q4yiyFNiHa1XhWreViwpXoqNiJl/05bZiMlvEjeetw66Ds5bvC9WtyCLkKorDIBgNrpPZIo4fq/dzaWVhPxWuvYokScgWyjhr/QL8+He7UTAonl/cO1U1YsYiMqJKLdjaL17cB0kCjh8bMSmulwwlMT6dx0Ayipf3TSMR1YJpNZvBVBR7JrJIREWeCwm5Ygm/enkciiwh4WFMzRXKjn7lrUxmizh21TAATe26oD+BbeMzJpcCR60YwtKhpFB+hBBBQtyU5zTMa8foz1oW8aDWleNdXGEFNqaFUBMic3E/MWWMc6amKlzROiOkKJl4BMkAcUi8qQjPOkC81IyqE72Xftt7Q7tbgx/akXS1wlWEshrQx1tF1Sn6UgjqTLlV/NXbNmPFSLrue5GHp4Mvq46AYicTsmTeluCno2sVIh30tw0Rjdvhb6nu98D5dljldxmN+HDVt1Bbd213j+adtAo/LWK2UMLqeWmoAB75477q91PZIvZPixlcH37hdfz8hdeRK5bx8uvTfotb8+E6W8SEJXq6HU9+6hy+i+YAFx2xGEBN4aoHXn1t/6ytC4t7f/0qHnh6V/UY/fejVwzhihNWIB5RIEkSjlk5jEwL1JwDyRh2T+SEtgL+y6+24ce/24MF/Qn808MvY+mQu4I7Vyx7qmB18sWacXb9wj7EFBm7DmZNz9mJa0YxwgB0hHQMP/nwqdW/dbGGrUuBFneFduOLBQNxfOPdx3ofqx8q6dcUTuHDimUgttNUPD+jIbqZCtdWtQE/5/nkG9fjI+cc2qSCtPQwR95/2pqQc9QWjK2iPCt+XdP5saHZobfjoC7xOo2uNrgqsoS3eTjWL5dV/w6XpVonI3poJt6dW6OErk9w9a0TCMulgMngis5R8BoRdnchNd845uXLR5IqWz2C5B24VASob89+WD6SwoL++iBB3eCzmrSGeERBvliGLEtV1Z8XM/ki+pNRFEplXPqVR6rBeyZzReyfEQtitWcyhx0HsiiWVHz+e8/6Lne+VFO4HpwtoN9ju/dAqvnqRNJ+Nizqxw3nHopixeD6yvgMThgbxc6Ds1UfrkZm8qWqYVH34Qpo/W6kYnxdMZzC/3nX0YHcW/llIBnFnsmskGFU7xcGU1GMZuK47LjlrumLZRURwVVto3H2+nMOxefevBEz+WLHjBUJ6VUaecLG5tVc6+g7meye2U7Y0RmPKDj1kHme6dyCZTV6FaEpicM8l1Hh2uQZVGAhja+04qkjityUOB5Vu1DAY8Nk+Uj4rq02LxusBtoMi0av2+R7uf2vm4YJZHCdnJzE1VdfjcsuuwyXXHIJnnjiibDLJUQiquBvtm52TVNW67fDiiJBfHXoqBXDOH1dd21n9uMyoVv0bGEMAiRIJv9BjTgGbxZ+FIatMBiLrvQGmmx1VtV3HbIUPGgWYP8OldAZA27SfhJRBTP5EpJRpS7quRPZQhkZg4/JPROa78xiScXrUzmnw0zMFkqYyBZw558eg/kBtvrP5IpYNJDEwdkCJrKFlmz3Jp3NVy4/CitHUnjbUUuRr7gUGJ/OY9FgAsWSirzBoKozW9DaPgDkSypiNkHcbnrj+oaDT4gymIpWFK7iw/tERMGJq0cM/bOEclA/NBWsath0PBLYtQ0hxB/hKC9dRBSNZ++b4LvkzH/bKnbbONEQ2kYO8XtqvBa5ibK6RurMr2ijE6YbrVos7BlFZ4P1ddqh2mJKb9RGQIPrnXfeieOPPx533XUXvvCFL+Bzn/tc2OUKjT89aSXWL7KP9O6EWd3aAU95k5AE33heL/rvX7sFCzyk6K0iFIOrBNPEoFPVfMIv/xYYjL2M942cvdOM3d2GbGnPflFVm/bfiQ8EaQta+1KRiMqYzbsbXPUo8D++/lQculDrl6OKhD2TWhCtdFyxDUZkpVgq49+f2onJbBGJqBLIOJQrljGaiWEyW0CxpNZtFSdzj3M2LkRE0Xy06gpXY6CoV8dnDEZETdH938/vrf5eKJYRtTF0Hrl8qCXlB4BMRantx8Abj8r4n5ccUfsckZErlp0PECBXLJnUwEF9LRNC2oM+zLMd7TV5CKiNO2snCWPIGbZIIMy5YZjGvFb5cG0VnXIJmi3Ef2E6pPih4OvyG7zw8w5bBKDyLuiBWgw0Arryyitx6aWXAgBKpRLi8c4wttnxpyetMm2R8MP8/gQGe3gboag83mtL+sbFA9Wtc+0mHJcCZkVgRz7okj/fPM1XuLqfw3Xg5pV3B1Z/NyFL4lu97VHr7kErVNOkO3hhzxRWjqaRiCrIehhpDvnkDwAAa+ZnqgbO+X0J7JnI4V9+uU24nR6YLeBnf3gdU7kiYoocuC1GFBllVQ3scoP0JlFFQr5Yxs6Ds5jOlZCORZAtlHDL935nMByqeHV8ppoegK2P11aTqqht4wJBs3RDcTxi3oaZiCrIFkqYzZcCq21yhbLJ6DuciuHG89YFyosQIk5YRjbdoNgpitCgl6UbWvXdirauBQJfThi7KgXS+BDOGA3LzbxLusuJQMfC37Htnoc3MufxdZ0dPK/yOxIIc4Gjk+tFFM8R2b333osLL7zQ9N/LL7+MRCKBvXv34oYbbsD111/firK2DP3Fdvqh87E6oLG2GxBdnWvkpdpqwvCRJsHi87IDr99PZ9WSjkpUbEuPAi1Hlht3KWBtQ930TiDN5c9PHsOfnrQSiaiMbMHbpcCMSQUroT8ZxfhMHh/7zlPYvGwQsixV1YVOHDD4eY0qjQWuKJebu+2OdB/pWAT7Zwo44Qs/wYGZPFIxBQsHkpjMFbF4MFlN94c9U9i0dADFykJBwcblQKvRF7/tXBtY+cF1JwOoV8MmojKyxRLO+V//jV++NG45Suz68iWzv9uhdAzvO2210LGEkMYIY3w2Nuo8/2190KzGD7YzmjVyHWEJD8Tm4sGMdr3g+ivsK3jqM+cELkcrarOTBQAtFLhW6eDq8IVnlKetW7di69atdd8/99xzuP766/HRj34Uxx7rHSWw2+iBd5QnI+k4Lty0WChtt1RHGHOd+f1xLB+uOaWWWxB0yi9enehwOlb9uxVt2TsaYfBC9MKAoZ007lKgXuEaVWREWhAAhnQ+x64aBgAkK6o4J/So7xOzxqBYKgaSETyzYwIAsLA/gYnZIl7dP4tVo2nHvA4a8ogocqABqt6mt43P4ORDRv1nQHoWWZZw3+OvAdDax2FLBrB+UR/G5qUNi/AS9k3l8J6Tx/Dqfk3pagyg1W5EFp+TFYVrwqKGTUQVfOa7z+DV8VnM1j3T3g+bqqo4OFtoSvASQog7YT117zllDJ/7t2dtRRvNfrLDNLLoZbWbo5wwNoJlw8m67/3m3Wz6ExEMGeZ1blxzei2KfTOnT37iwNQf6+/IMK8jSHCoavC4AINNf0bK3ukzw7xnvVArgXQdL7zwAq677jrccccdOPXUU8MuUwfQC7fWm1hExpr53grebto+HIbC9cJNi3HH22vB2GSp84x+Xoqsx28+2/S56S4FGuh4RfImwZElCeUGFa7W9v/eU8awIECgItK7xKMKsoV6ZeqVd/4SADCV1XyzpuPmdd6BZBTP75pEXzyCBf0JLBlKYseBWddzHZzNN1xe/ZF4df8MxlyMu2RusmhAe79tG59BKqbgzUcswQ8/dIrBZYCKXLGMTCKCP+yewr8/tRM//t1ujKY718WWFT3YV53CNSLjFy/uw7y+OPZM1gex89ox8dvXDuL7v90ZXkEJIW3D1qVAWzbOBdy+rrsU0HMwZDM2L4PzK74iA2QcipJYJAjy2gV9OHvDAqH8llkEQ82iUeOg6NGdMgcMagvxc8wRywZxzkax+9zphNX2eiWImKfC1Y477rgD+Xwet956KwAgk8ngS1/6UqgFazcd8nx3BFJInUorsEZTD4rxeo8fG2nQB2b4+HmRaYOM5t4/6yCm7ncJOHP9fJy02r+S7LAlA4HLRbS23EjzLTsoXAkxovt93DeVw0gmjt+8egCJqIyfPrcXADCVK2L9on6cu3Gh6bj+RBS/fe0gth69DCtH09h5MOvpmsDoUiAI2UItoM93P7AF6XhnqBJJ5zCaieODZ6zFTf/6FD75xg0AUOerPlsooS8ewf2/2Y5/fWI7AKA/GWhY3RaSUQUxRa7z9xqPKlg8mMRXrzga331yh+m3qCKjUFIRizh3+CL+YwkhzSFUZZmDmKLVSrxGt/7rf2xZOw/9FoVjI1fS6TPjZpcvsF9TX2kbcxsVFkEVrn44YfUITlg90tRzBMXvpYd5yzrh/jdKoJFhrxlXrXRqVPp20U27wpqxhS2qyOiQXYJV/Drhbr7C1XuNdiQdw+Zlg77zvuz4FQFLRQDt+W1owcBG4UrC5Uc/+hEeeOAB3HHHHQCA3/zmN7j11luhKAq2bNmCD3zgA20uoTe6S4GjbvkxXv7LN+L53ZOGiO6awfXSY5bhTZvNbmwiioTx6TzO3bgAmXgEyaiCAx4KVt3gqr/v/TbP1/bPYumQto1wWHCbHplbLBpI4E2bF+H7T+1wMKJKyBY0hatxItIti9OAZkD+i7MPMT2ngDaxkiUJQ+kYxqeNz6KKRDSCbLFk8s9qpVjqrAVqQki4LOjvHiV/LWivVHWB5JQmaN6NIDVxG2lT+6MGs+6irrKqbg2osQ63MG3EV3sK6bJ7ZTTRPUvxpG100wTioiPEfNJ2O37syiLbVcLArZl0TwvqPWRJQr7sHoTIDTuFKwmPW265BQ899BDWr19f/e7Tn/40vvjFL2LZsmV473vfi2effRYbNmxoYym9SUYVvLxvuvp5KlvEeMVv68HZAqZyRWQs7gS0gFUScsVy1a9WIiojO+ERNGu2gEdvOhPz+7RJnyxpgbasCkQndh3MYtFAcL9tpPe59S2Hoy8Rxd1/frzt71FFwnS+aPIHd/yY/WS+1XztXUcLp123sM/kExnQlLuJqIx0TMFMvmj6LRHRguNZVWJGcsXg/Q0hzWZmZgYf/vCHMTExgWg0ittvvx0LFvTGNt6wcdq9dv05hzb1vHbbiBtVU4Y9jg1r9+CGRf0Ym5fGzfc/3XihLLRCbBPsQD/n6G7fpnN1/hTaPVPr29kfb7sgnLxbCPf92KCtZMzRJ8SGbqqJEwNsWe9G/CoOm92eRbLv5g6zm2k0aFZZ5b1rJkceeSQ+85nPVD9PTU0hn89j+fLlkCQJW7ZswcMPP9y+AgoymIrimR0Hq5+nckXsODCLw5b045E/7sNUrljnv3X7gdmqr8y+hPZbwiP4FqAF3hpIRqvvtURUQVbQyKOqKj767SfRn/QfOIHMHeb1uSu44hEZE7MF0yLCN999XLOLJcSZ68WNR4cs7MPhS81ue7LFEpIxxTRu0A0g8aiCnI2vZiO5YgnHOSjJCGk399xzDzZu3Ii7774bF110Eb761a+2u0ihEvYW7HaN/4zX0EgZjD5c7RMEzz+MepZlCalYc/Rvzdyh2mjW3TSvkCStLoPMpbvnKt1RfWpNw2x71qzCiNfTaqhwtYHGVjPcTtx5+FK4Bt4G4eMccD+H1IpCEFskSfLdURpRQYVrGNx77734xje+YfrutttuwwUXXIBHH320+t3U1BQymVoww3Q6jVdffbVl5QzKYCqKV8dnqwYo3eD6hmVD2LZvBs/tnsT/OGKJ6Zj9M3n0Vwyt/VWFq7fBNVc0R4NPRDXVnVVBa39sGTsOZoXSEuJELCJjMltEKqaYvus2lgzWK72PWDqIkYqrjfuf2IF3n7QKS4dSSEQVJKMKdh7MYl5f3PQMGskVy/jTk1Y1tdyEBOXKK69EqaT1MTt27EB/f3+bS9S59MLYr2kK1y6om2YaNRuxlXSTsVVHK3OvbHAPhi+PAqEJXHujzjnjIJ504UJCz+Ono5Pl5jscp9/jzuWs9QvqtoX6QVVpKw+DrVu3YuvWrZ7pMpkMpqdrW/Onp6e7YkI4lIrh1f0z1QBUmsE1i81LBzGdL+Lfn9qJ685cazrmjrdvxnAqhk3LBg0KVxk/enY3Hnh6F779vhPrzvPJ+5/CTN5skE1EFMzkSnhuahKHLuzD87snsXIkXWcAK5bK1WP18xEShHhE226vBxAc6CHF9IlrajuFZgslbBufwUAqir54BCOZGO78+Ut4x7HLccoh8+qOzRVL2Hkgi0WDiVYWmRBbnBY6N23ahCuuuALPP/887rzzzjaVrjn0omGxIc2GwYerW/7t5sUmbJN+x3HLQ89Tp1HbgGida4G7GztXo+htJ0gx2l32sPAbNCtUsV4P1GH3Lce3gCb6r+5KqPjtPPx0dDddsL4F99DdU6yXApY0jy1rR3GOJTK8H1R05/aNbiWTySAajWLbtm1QVRUPPfQQjj5a3Cdju0jFFOyZyCFd2RqnqioOzOSxal4aM/kS3nzEYiwbTpmOWbewH/P7Ezhy+VC1jSWjCh57ZT8yiQiKJfPW5bf/71/grke2Ydv4jOn7A7MFfOj/ewLn/q8HUS6r+M7j27FnMltXxjWf+AGmc9riAxWupBFiERnZytb6Czct6imDq5H/eclmFEplTGWLyCQiGEnH8ezOCeyfsQ9s93+f2IGb/vWpukBchLSDrVu34nvf+57pv02bNgEAvvnNb+Luu+/GBz/4wTaXMnzCUhBqAXFbj4rw5gxVY5lDho25Kwh8aB3NCPp8RIBAxaI0Ulo/9XbY4n6MZtofpE0O2KV1o5o3DEJTuPaGwJUGV+IN7a2dh5+Vo1YYFqhw7V1UVaXKvcV89rOfxUc+8hG87W1vw4YNG7B58+Z2F8kTSZIwWyiZ/LSuGElrCtecuMI6EVXQl4jg0IV9mLIcd3C2AMnGJ/GN563DxsWaH8oH/7AXM/li1RhmZbbiriBDhStpgNFMHLsrRv1/eOeRGK5swe81lg+nMJktVoLeRTGSieGVfTM4MFOwTa+ryuMRe3cDhLSbL3/5y7j//vsBaC57FKW32iqHa2b0ucklxywLN19Ic1qQ1KprP25spEP6V7rG88N1Zx4SWl69YLTmjMOGbo+IFzb04dp5dNo98SqNFNDZOGk/mnGL966ZHHfccTjuuFrAnSOOOAL33HNPG0sUnHRcqQbY+eCZa7B0KImyjyXqRFTBxsUDSEaVOqPpMauGcPVpY7j316+Zvo9FZBTLWtor7/wVLjh8IXYcmMXnvvcsvvnuYwGg6hd2OldEJh6pKnEJCcLYvDT+uLfm+mOkIyaE4ZOJR3HDt3+Lf/yTI7FoIIEF/Qlk4hF8+rvP4F0nrqxLr7tYoMKVdCpvfetbceONN+K+++5DqVTCbbfd1u4idSydEkS6kXLoR71h+ZBzmgBZrxxNIR3rLWO9HxpSuDZ4fKtp5BHogMcnFD554QasGk0Lp184EI5boV5RuHLG4UCvPCBhQHWbOK3qfDutfYpsO+qwIhNBqHAlfhhKxVAoaRsCT1w9avhFrBEpsoTPvnkjfvzs7qoa9Ylt+5EvllEqq+hPRG0j+uaLtVHZ+HQeuw5m8eDze6vfvT6VAwD8/IXXcetbDmvK9j0ydzh0QR9uOPfQ6ufDlgy0sTTNQ1eC//a1g3jPyaswnI7h1588C+tufgC5YqlOyZqvBCOiwZV0KqOjo/ja177W7mI0lW53nximkcWrLoLW1ZstQUDnHHNsCCUHFON12nw9KJcfv6It5+2VwM0cEdlAdauZTljd7Bae/uy5LTlPRypcXcrUYcUlPiirndfeSGfynpNXIRaR8V/P7Wkon9XzMkjGFMxWAlz98Nnd+MefvggASMUi1cBcRu57vKZ63TeVx+vTOdN7R1fLfvVnLzFgFmmYdDyCa05fU/38F2eHt32uk9BdEh2YyWOk4kcvEVVw1aljtm4FpnO6wXXuKr8IaSthDtfaOPQzzT0b8CUrciTn/f5p2Pdtl1U5p0HtoxeqngZXB3rh5oYFXzLitMo43WniLJEIomxH3QvvHRHhE2/cgFfHZ3DfY+Yt/+Wy/zaUiChVheueiRwWV6Kep+OKrcLVyPh0Hnsmchg0BDLKFbW8Ds4WkIn3ZoAjQsImE49gyWAS+aLZvcfigSTGp+sDZ83ki7jnqhOwdCjZqiISQprE0sFk1S9zt7J8JOWdiBABgsyFaMxvjF5xKdDdb9EmwQBAZqhu6zw67Z5ozuPdfyfdS6e1N9K55IplvLZ/1vRdtlhCMupP8ZaIKcgVStq25agMfUknFYt4um7ZN53H7omsKXK80WDUqxHlCQkbRZZw4aZFyFYWLHSG0jHstzG4vrJvBitGUpA7bVWYkDmCFOKI+/ITVpoCYXYjxp0IdvBNFYxGXvFSqK20+TQU26d7LrNj6YUpKA2uxJMeaOc9Rye6eXDtjLiIQcic4F/ffxIOXdhn8uE4my8hEfU33EhGNYXrTK6E/kQUgLbMPZiK2qrnLtq8GACwbmEfAGDHwSwGU7VARkaD62CKBldCRIlF5DqF63AqhvGZeoPr3Y9uq7ohIISQIFhFbVrQrOadj/MT/8y1OhPZyUnCp0cErjS4OtFNKy/Nhuq2zqPTxCNsIr3Lgv64b2MZmbvEIjLypTKGDVHbVQB9CX9GzkRUxmyhhHypbDLejmbiuPKkVXXpbzx/nfbvedq/z+44iDFDRNVcsYyrThnDksEkFa6E+EBC/ba+oXTUVuH6jmOXd70ijpBuplfG471yHb1Kwz5cu4ygRv8uvFTSBDgqIp5044ux1+lEI7i7SwEuYnQrP7/xDEQUGlyJOMOpGEYyNYNrOqZUVKriJKMKdk/kkC+WhXzI6YGwdL+vhZJacUUA7J/OI18s45iVw3hhzxQSPt0bEDKXKZRVRC19wHA6hvHp+qBZhBDSKFeeuALrFva35FxULgaj0WloB05jHdF3lQaZx3bijlTSejiLtoE+XM3wZdF5JD18GLYaBs3qXWhsJX4ZSscwWoloDgCpeMS3qjSTiGBitoBc0axwdUwfi+CmC9bhxNUj+OoVR+PMdfMBaMGyPnLvkxifziMWkXHZ8Sv8XQwhc5xiqYyIYu7Ah1Ix7LdxKdA7GwAJ6V66fbz9ljcsxfpFNYNrQz40SVM4e8OCwMd2a/vUF/ZJ61DV3nj2OZMmnnTa9nUC3HzhhnYXwYRn0Kxu7V0JIb6Z1xfHgv5E9XM6pvg2uC4bSmHb+AxyxZKQwlWWJbz3lNUYTMVw9oYF+NqVxwAAXtwzjd2TWXz0vt8iFpFxesUQSwgRo1CqV7gmogqyBXMgrXJZZV9PSJvhE+gfvrb8c+b64AZXoLvaqeZOQMJNF6wPdCwJzk0XrMPlJ3S/UIKmeht6wZIeJp24fX2uo3SYFVxThXdWmQgh7eGdxy43vaNSsQj6k/6GG+l4BLP5kuZSoAGV9e93TeC1/bMAIKSUJYSYKZTKiCre/XuhXEa0w8YmhJDup5nzcs7520F31rkcoH/j1LgxxuZl2l2EUODswwEaj2qwKogXXm2ETYiQuYN1Qei4sWEsH04FyitfLFd8sQZ5i0j43c4JbFo6CABCSllCiJlEVMFgKuaZrlBS6YKGkDYjSVJPGhE5F+0taGchcwkqXG2gA20zfCkSL0QGd2xHhMxNTlw9Gug4WZYwUyghpgTzWZ2Iyth5MIsta0bw4PN7O25nACHdwMfPX2f7vbVLL5bKda4HCCGk8+HYoJV023SwkfJ22aWSJsGREfGEc1TihVegOS5iEEL8smgggVfHZwIrU1MxBbP5Et57ymqMZmIoFBnQhxC/RBRZSLmq+XplT09IO+k2Y5YIzbymXqyvbmCuVDvFRgSgwtUWL+PRXIM+XIkXEugHiRASLkOpKHZP5LBiJA1VVVEs+zOYqmptsPvQjWcgEQ2mlCWEeFMolRGRqeMgpN1w2uYP1ldr6bbq5vyWNAoNrjasmZfBgr6Ed8I5Al8zxAtPhSskDmgIIb7oT0bx1PaDiEdkbD16mW+XAJPZYjVYF42thDSXYklFNMKOnhASLnyrkHYTdA7LtksAGlxtiSgyhtLeAQLmClS4EhHcWsmqeWnM5uMtKwshpPsZSEaxdzKHWETGkcuHfB8/mS0IBfshhDROvlRGlApXQtpKr87YmjUVldC7ddapdNtO4obK2kXXSZoHDa7Ek256KZJ24d5IlgwmW1QOQkivMJCM4tX9s+iLBxuqHLliCAv6uVuFkOZQ6/enckUUy2VE6MOVEEIIAUB3BESDS9HEExpciReLBhI45ZB57S4GIaSHGEzF8MKeKSwdSgU6/ooTVuLcjQtDLhUhRKdc8at82Kf/AzP5EqICwbUIIc2jF+dsvXhNcxmp8r9uotvKSzoLjoyIJ3QpQLxIxyNYv6i/3cUghPQQy4Y0ZXwyRv+rhHQaqZiC2UIJ49N5AMBH7n0SUSpcCSFNoJkGL0aSJ2405FGATYuALgWIADS4EkIIaTURRcYTN5/d7mIQQmzIxCOYzBbx+pTmZ/nV8RlE6MOVkDYj0YDoB9ZVy5HmkOPcOXKZxAOOjIgn7IsIIYS0AwawJKQz6UtEMJUrYNfBLA5d0IdCSaUPV0JI6DTbgMy3FnGly4J8kc6DBlfiCVdKCSGEEEKITn8iiolsEbsmslg7PwMAWDGSbnOpCCG9CKeivYOEuXM/58p1EndocCWeyHxZEEIIIYSQCn0JzaVAtlDCosEEvnDx4Thi2WC7i0XInEaSqNj0A+uKNBMG2yIAfbgSAfiqIIQQQgghOn2JKA7M5lEoqXjLG5ZibJTqVkJI90EVYmvptp2zNJqSRqHClXjCoFmEEEIIIUQnU1G4FktlJKIyZG6HIqTt9OpTyKlob9FttzNoedluCUCDKxGg21aiCCGEEEJI80jHFMzkSyiUVUQVTicI6RR6bdrWzOvRXDD0WIWRUGmk/fXas0iCwRES8YSiBUIIIYQQopOKRzCT0xSuEQ4UCekIelUkQ6No7yBJvdtOCbEjkA/XmZkZfPjDH8bExASi0Shuv/12LFiwIOyykQ6B70RCCCGEEKKTjimYzpdQVlVEI9RvEEKaQ7ONrZznEjckBG8j1565NtSykO4k0AjpnnvuwcaNG3H33Xfjoosuwle/+tWwy0U6CPpwJYQQQgghOqlYBLP5IgqlMqIyDa6EdAqctYlD5WzrkeZQrS8aSLa7CKQDCKRwvfLKK1EqlQAAO3bsQH9/f6iFIp0FDa6EEEIIIUQnFpGRL5WhqBIiCseJhHQCvfokciraOygy7yeZW3gaXO+991584xvfMH132223YdOmTbjiiivw/PPP484772xaAUkHwJciIYQQQgixUCqr9OFKuo4XX3wRb3/72/Hwww8jHo+3uzjEBRrneosPn3MoElGl3cUQRpIk+pwlDeFpcN26dSu2bt1q+9s3v/lNvPjii7jqqqvw4x//OPTCkc6ACldCCCGEEGIHJ6Okm5iamsLtt9+OWCzW7qKEDgMS+YNV1Xq6ydhKSBgEcrr05S9/Gffffz8AIJ1OQ1H44PQyFC4QQgghhBAj+aKK1/bPtrsYhAijqipuvvlmXH/99Ugm6V+xW2jmVJRGV+IGmwdplEA+XN/61rfixhtvxH333YdSqYTbbrst7HKRDoIvGkIIIYQQYuTlfdN47JX97S4GIbbYucVbvHgxLrjgAqxbt65NpWouvRiOqPeuiHQbbIOkEQIZXEdHR/G1r30t7LKQDoUuBQghhBBCiBH6biWdjJ1bvLPPPhv33Xcf7rvvPuzduxfvfve7cffdd7ephM2B0zZxJNAFAyGkuQQyuJK5BTsiQgghhBBiJB3nNIJ0Fz/60Y+qf59xxhn4+te/3sbSEBE0v7TtLgWZq7DtkUYJ5MOVzC34oiGEEEIIIUaSMcZwIKST4JzNHyetHcVQKtruYpBOh88VaQAuTRNPuGOMEEIIIYQYSdPgSrqYn/zkJ+0uQlPgtE2cI5cPtbsIpMPpRb/IpLVQ4Uo8oQ9XQgghhBBiJBWjboMQ0lw0gxfnoqRNSLSFkMagwZV4wncMIYQQQggxko4reM/Jq9pdDEJID0MfrqSdDCSjuO7Mte0uBuliuDRNPLnh3HXtLgIhhBBCCOkg/mzLGP0fEtJBrFvYh2XDqXYXI1QuO34F4hFqxEj7SETpPocEhwZX4slwOtbuIhBCCCGEkA6C40NCOouIImMg2VvGSRq7CCHdTG+9kQkhhBBCCCGEEEIIIaSN0OBKCCGEEEIIIYQQQgghIUGDKyGEEEIIIYQQQgghhIQEDa6EEEIIIYQQQgghhBASEjS4EkIIIYQQQgghhBBCSEjQ4EoIIYQQQgghhBBCCCEhQYMrIYQQQgghhBBCCCGEhAQNroQQQgghhBBCCCGEEBISNLgSQgghhBBCCCGEEEJISNDgSgghhBBCCCGEEEIIISFBgyshhBBCCCGEEEIIIYSEBA2uhBBCCCGEEEIIIYQQEhI0uBJCCCGEEEIIIYQQQkhIRFp1ou3bt+Piiy9u1ekIIYR0Gdu3b293EboS9q+EEELcYP8aHPaxhBBC3HDrYyVVVdUWloUQQgghhBBCCCGEEEJ6FroUIIQQQgghhBBCCCGEkJCgwZUQQgghhBBCCCGEEEJCggZXQgghhBBCCCGEEEIICQkaXAkhhBBCCCGEEEIIISQkaHAlhBBCCCGEEEIIIYSQkIi0uwAilMtlfOYzn8Fzzz2HWCyGW265BStWrGh3sVpOoVDATTfdhO3btyOfz+N973sf1qxZg4997GOQJAlr167Fpz/9aciyjH/4h3/AT3/6U0QiEdx0003YtGlTu4vfMvbt24eLL74YX//61xGJRFg/Br785S/jJz/5CQqFAt7xjnfg2GOPZf1Ae7Y+9rGPYfv27ZBlGZ///OfZdio8+eST+Ju/+Rt861vfwiuvvCJcJ05pSefBPlaDfaw37F+dYf/qDPtYZ9jH9j7sYzXYx3rDPtYZ9rHOsI91piP6WLUL+I//+A/1xhtvVFVVVZ944gn16quvbnOJ2sO3v/1t9ZZbblFVVVX379+vnnrqqepVV12lPvLII6qqqurNN9+s/vCHP1Sffvpp9fLLL1fL5bK6fft29eKLL25nsVtKPp9X3//+96vnnHOO+sILL7B+DDzyyCPqVVddpZZKJXVqakr9+7//e9ZPhR/96Efqtddeq6qqqj700EPqBz7wAdaNqqpf+cpX1AsvvFDdunWrqqqqrzqxS0s6E/axGuxj3WH/6gz7V3fYx9rDPnZuwD5Wg32sO+xjnWEf6w77WHs6pY/tiqXQxx57DCeffDIA4IgjjsDTTz/d5hK1h/POOw/XXXcdAEBVVSiKgmeeeQbHHnssAOCUU07Bww8/jMceewxbtmyBJElYvHgxSqUSxsfH21n0lnH77bfj0ksvxfz58wGA9WPgoYcewiGHHIJrrrkGV199NU477TTWT4VVq1ahVCqhXC5jamoKkUiEdQNg+fLl+OIXv1j97KdO7NKSzoR9rAb7WHfYvzrD/tUd9rH2sI+dG7CP1WAf6w77WGfYx7rDPtaeTulju8LgOjU1hUwmU/2sKAqKxWIbS9Qe0uk0MpkMpqamcO211+JDH/oQVFWFJEnV3ycnJ+vqS/++1/nOd76D4eHh6qAGAOvHwP79+/H000/j7/7u7/DZz34WH/nIR1g/FVKpFLZv347zzz8fN998My6//HLWDYBzzz0XkUjN84yfOrFLSzoT9rEa7GOdYf/qDvtXd9jH2sM+dm7APlaDfawz7GPdYR/rDvtYezqlj+0KH66ZTAbT09PVz+Vy2VR5c4mdO3fimmuuwTvf+U686U1vwl//9V9Xf5uenkZ/f39dfU1PT6Ovr68dxW0p9913HyRJwi9+8Qv87ne/w4033mhatZnr9TM4OIixsTHEYjGMjY0hHo9j165d1d/ncv380z/9E7Zs2YIPf/jD2LlzJ971rnehUChUf5/LdWPE6LvGq07s0pLOhH1sDfax9rB/dYf9qzvsY8VgH9ubsI+twT7WHvax7rCPdYd9rBjt6mO7QuF65JFH4sEHHwQA/OY3v8EhhxzS5hK1h9dffx3vfve7ccMNN+Btb3sbAGDDhg149NFHAQAPPvggjj76aBx55JF46KGHUC6XsWPHDpTLZQwPD7ez6C3h7rvvxl133YVvfetbWL9+PW6//XaccsoprJ8KRx11FH72s59BVVXs3r0bs7OzOOGEE1g/APr7+6sdzsDAAIrFIp8tG/zUiV1a0pmwj9VgH+sM+1d32L+6wz5WDPaxvQn7WA32sc6wj3WHfaw77GPFaFcfK6mqqoZyBU1Ej+74/PPPQ1VV3HbbbVi9enW7i9VybrnlFvzgBz/A2NhY9btPfOITuOWWW1AoFDA2NoZbbrkFiqLgi1/8Ih588EGUy2V8/OMfn3MDscsvvxyf+cxnIMsybr75ZtZPhb/6q7/Co48+ClVV8Rd/8RdYunQp6wfaytVNN92EvXv3olAo4IorrsBhhx3GugHw2muv4frrr8c999yDl156SbhOnNKSzoN9rAb7WDHYv9rD/tUZ9rHOsI/tfdjHarCPFYN9rD3sY51hH+tMJ/SxXWFwJYQQQgghhBBCCCGEkG6gK1wKEEIIIYQQQgghhBBCSDdAgyshhBBCCCGEEEIIIYSEBA2uhBBCCCGEEEIIIYQQEhI0uBJCCCGEEEIIIYQQQkhI0OBKCCGEEEIIIYQQQgghIUGDKyGEEEIIIYQQQgghhIQEDa6EEEIIIYQQQgghhBASEjS4EkIIIYQQQgghhBBCSEj8/1aRzoBnBctqAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1728x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24, 6))\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.plot(gauss, lw=0.6)\n",
    "plt.title(\"gauss\")\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.plot(brown, lw=0.6)\n",
    "plt.title(\"brown\")\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.plot(overd, lw=0.6)\n",
    "plt.title(\"over-differentiated\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1 (a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* ADF statistics: -31.811\n",
      "* ADF p-value: 0.000\n"
     ]
    }
   ],
   "source": [
    "adf_test(gauss)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1 (b)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Order of integration of cumsum is 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* ADF statistics: -0.966\n",
      "* ADF p-value: 0.765\n"
     ]
    }
   ],
   "source": [
    "adf_test(brown)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1 (c)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- ADF statistics and p-value of over-differentiated process are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* ADF statistics: -11.486\n",
      "* ADF p-value: 0.000\n"
     ]
    }
   ],
   "source": [
    "adf_test(overd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc-hr-collapsed": false
   },
   "source": [
    "## 5.2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Prepare `sin` function and the process given by `(sin + shift).cumsum()` (which we call `hop`):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "sin = np.sin(np.linspace(0, 10 * np.pi, 1000))\n",
    "hop = (sin + 0.1).cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"sin\")\n",
    "plt.plot(sin)\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"hop\")\n",
    "plt.plot(hop)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 (a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* ADF statistics: -13323341825676.293\n",
      "* ADF p-value: 0.000\n"
     ]
    }
   ],
   "source": [
    "adf_test(sin)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 (b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* ADF statistics: -0.284\n",
      "* ADF p-value: 0.928\n"
     ]
    }
   ],
   "source": [
    "adf_test(hop)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Let us see ADF p-values of fracdiff of `hop` with various orders:\n",
    "- Notice: We will use the fixed-window method instead of expanding window method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x576 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds = (\n",
    "    0.200,\n",
    "    0.400,\n",
    "    0.600,\n",
    "    0.800,\n",
    "    0.900,\n",
    "    0.990,\n",
    "    0.999,\n",
    "    1.000,\n",
    ")\n",
    "window = 100\n",
    "\n",
    "X = hop.reshape(-1, 1)\n",
    "\n",
    "plt.figure(figsize=(24, 8))\n",
    "for i, d in enumerate(ds):\n",
    "    diff = fdiff(hop, d, window=window)\n",
    "    _, pvalue, _, _, _, _ = adfuller(diff)\n",
    "\n",
    "    plt.subplot(2, 4, i + 1)\n",
    "    plt.title(f\"hop, {d:.3f} th diff (p={pvalue:.2f})\")\n",
    "    plt.plot(diff)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- It seems that the minimum order is pretty close to `1.0`.\n",
    "- Let us search the minimum using `FracdiffStat`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* Order: 0.99999971\n",
      "* ADF statistics: -280803737.580\n",
      "* ADF p-value: 0.000\n"
     ]
    }
   ],
   "source": [
    "precision = 10e-8\n",
    "\n",
    "f = FracdiffStat(window=window, mode=\"valid\", precision=precision, lower=0.9)\n",
    "\n",
    "diff = f.fit_transform(X)\n",
    "\n",
    "print(f\"* Order: {f.d_[0]:.8f}\")\n",
    "adf_test(diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* Order: 0.99999961\n",
      "* ADF statistics: 0.001\n",
      "* ADF p-value: 0.959\n"
     ]
    }
   ],
   "source": [
    "# Check\n",
    "\n",
    "diff = Fracdiff(f.d_[0] - precision, mode=\"valid\").fit_transform(X)\n",
    "\n",
    "print(f\"* Order: {f.d_[0] - precision:.8f}\")\n",
    "adf_test(diff)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Differentiated time-series looks like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24, 6))\n",
    "plt.plot(diff)\n",
    "plt.title(f\"hop, {f.d_[0]:.9f}th diff\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3 (a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* R-squared: 0.0128\n"
     ]
    }
   ],
   "source": [
    "linreg = LinearRegression()\n",
    "linreg.fit(sin.reshape(-1, 1), hop)\n",
    "\n",
    "print(f\"* R-squared: {linreg.score(sin.reshape(-1, 1), hop):.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 4))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"hop predicted from sin\")\n",
    "plt.plot(hop, label=\"hop\")\n",
    "plt.plot(linreg.predict(sin.reshape(-1, 1)), label=\"hop, predicted\")\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"Scatter plot of hop and sin\")\n",
    "x = np.linspace(-1, 1, 2)\n",
    "y = linreg.predict(x.reshape(-1, 1))\n",
    "plt.scatter(sin, hop, s=2, alpha=0.6, color=\"green\")\n",
    "plt.plot(x, y, color=\"purple\", label=\"Regression line\")\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3 (b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* Coefficient: 0.9999999999999994\n",
      "* Intercept: 0.1\n",
      "* R-squared: 1.0000\n"
     ]
    }
   ],
   "source": [
    "hopd = np.diff(hop)\n",
    "\n",
    "linreg = LinearRegression()\n",
    "linreg.fit(sin[1:].reshape(-1, 1), hopd)\n",
    "\n",
    "print(f\"* Coefficient: {linreg.coef_[0]}\")\n",
    "print(f\"* Intercept: {linreg.intercept_}\")\n",
    "print(f\"* R-squared: {linreg.score(sin[1:].reshape(-1, 1), hopd):.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3 (c)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- `d=1`. Because 1st order differentiation of `hop` is `sin` plus a constant."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- NOTE: We will use time-bar instead of dollar-bar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fetch_spx(begin=\"1998-01-01\", end=\"2020-09-30\"):  # noqa: D103\n",
    "    return pandas_datareader.data.DataReader(\"^GSPC\", \"yahoo\", begin, end)[\"Adj Close\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "spx = fetch_spx()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1728x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24, 8))\n",
    "plt.plot(spx, linewidth=0.6)\n",
    "plt.title(\"S&P 500\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = 0.2\n",
    "window = 100\n",
    "\n",
    "d0 = fdiff(spx.values, d, window=window, mode=\"full\")\n",
    "d1 = fdiff(d0, -d, window=window, mode=\"full\")\n",
    "\n",
    "spxd = pd.Series(d0, index=spx.index)\n",
    "spxi = pd.Series(d1, index=spx.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- What we get is, in principle, the original time-series plus some constant.\n",
    "- While there are small numerical errors due to the cut-off of a sequence of coefficients with a finite window."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24, 6))\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.title(\"S&P 500\")\n",
    "plt.plot(spx, linewidth=0.6)\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title(f\"d^{d} S&P 500\")\n",
    "plt.plot(spxd, linewidth=0.6)\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.title(f\"d^{-d} d^{d} S&P 500\")\n",
    "plt.plot(spxi, linewidth=0.6)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc-hr-collapsed": false
   },
   "source": [
    "## 5.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.5 (a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "1997-12-31        6.877739\n",
       "1998-01-02       13.760218\n",
       "1998-01-05       20.644776\n",
       "1998-01-06       27.518540\n",
       "1998-01-07       34.389631\n",
       "                  ...     \n",
       "2020-09-24    41792.094032\n",
       "2020-09-25    41800.195243\n",
       "2020-09-28    41808.312436\n",
       "2020-09-29    41816.424805\n",
       "2020-09-30    41824.545394\n",
       "Name: Adj Close, Length: 5725, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spxlog = spx.apply(np.log)\n",
    "\n",
    "spxlogcumsum = spxlog.cumsum()\n",
    "spxlogcumsum"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.5 (b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "928"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from fracdiff.tol import window_from_tol_coef\n",
    "\n",
    "window = window_from_tol_coef(0.5, 1e-5)\n",
    "window"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* Order: 1.73\n"
     ]
    }
   ],
   "source": [
    "X = np.array(spxlogcumsum).reshape(-1, 1)\n",
    "\n",
    "f = FracdiffStat(window=window, mode=\"valid\", upper=2)\n",
    "diff = f.fit_transform(X)\n",
    "\n",
    "print(f\"* Order: {f.d_[0]:.2f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* ADF statistics: -2.868\n",
      "* ADF p-value: 0.049\n"
     ]
    }
   ],
   "source": [
    "# Check stationarity\n",
    "adf_test(diff)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.5 (c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = spxlog.values.reshape(-1, 1)\n",
    "\n",
    "f = FracdiffStat(window=window, mode=\"valid\")\n",
    "spxlogd = pd.Series(f.fit_transform(X).reshape(-1), index=spx.index[-diff.size :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* Correlation: 0.98\n"
     ]
    }
   ],
   "source": [
    "corr = np.corrcoef(spxlog[-spxd.size :], spxd)[0, 1]\n",
    "\n",
    "print(f\"* Correlation: {corr:.2f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1728x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax_s = plt.subplots(figsize=(24, 6))\n",
    "ax_d = ax_s.twinx()\n",
    "\n",
    "plot_s = ax_s.plot(\n",
    "    spxlog[-spxd.size :], color=\"blue\", linewidth=0.6, label=\"S&P 500 log (left)\"\n",
    ")\n",
    "plot_d = ax_d.plot(\n",
    "    spxlogd,\n",
    "    color=\"orange\",\n",
    "    linewidth=0.6,\n",
    "    label=f\"S&P 500 log {f.d_[0]:.2f} th diff (right)\",\n",
    ")\n",
    "plots = plot_s + plot_d\n",
    "\n",
    "plt.title(\"S&P 500 and its fractional differentiation\")\n",
    "ax_s.legend(plots, [p.get_label() for p in plots], loc=0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.5 (d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cointanalysis import CointAnalysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- It is nonsense to discuss cointegration of `Xd` because cointegration is defined among non-stationary processes and `Xd` is stationary.\n",
    "- So we will instead discuss cointegration between 1.3 th differentiated time-series, which is non-stationary, with the original time-series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* ADF statistics: -2.445\n",
      "* ADF p-value: 0.129\n"
     ]
    }
   ],
   "source": [
    "d = 0.30\n",
    "\n",
    "# Check non-stationarity\n",
    "diff = fdiff(spxlog, d, window=window, mode=\"valid\")\n",
    "spxlogd = pd.Series(diff, index=spxlog.index[-diff.size :])\n",
    "adf_test(diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* AEG statistics: -4.26\n",
      "* AEG p-value: 2.96e-03\n"
     ]
    }
   ],
   "source": [
    "pair = np.stack((spxlog[-diff.size :], diff), 1)\n",
    "\n",
    "ca = CointAnalysis().test(pair)\n",
    "\n",
    "print(f\"* AEG statistics: {ca.stat_:.2f}\")\n",
    "print(f\"* AEG p-value: {ca.pvalue_:.2e}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- They are cointegrated.\n",
    "- Rough reason: For `d=0`, two series are exactly the same and so trivially cointegrated. For `d` that is close to the minimum value to make fracdiff stationary, one can make an almost stationary series by adding the original series multiplied by an infinitesimally small coefficient to fracdiff. One can expect cointegration for any `d` in between assuming an interpolation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "ca.fit(pair)\n",
    "\n",
    "ys = (-spxlog * ca.coef_[0])[-spxlogd.size :]\n",
    "yd = spxlogd * ca.coef_[1] - ca.mean_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 4))\n",
    "\n",
    "plt.plot(yd, linewidth=0.4, label=f\"S&P 500, {d} th diff\")\n",
    "plt.plot(ys, linewidth=1.6, label=\"S&P 500\")\n",
    "\n",
    "plt.legend()\n",
    "plt.title(\"S&P 500 and its fracdiff\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "spread = ca.transform(pair)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 4))\n",
    "plt.plot(spread, linewidth=0.4)\n",
    "plt.title(f\"Spread between S&P 500 and its {d} th fracdiff\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.5 (e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.stats.stattools import jarque_bera"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4798, 1)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spxlogd.values.reshape(-1, 1).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>S&amp;P 500</th>\n",
       "      <th>S&amp;P 500 fracdiff</th>\n",
       "      <th>S&amp;P 500 logreturn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>JB statistics</th>\n",
       "      <td>637.418</td>\n",
       "      <td>1110.285</td>\n",
       "      <td>29941.995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p-value</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>skew</th>\n",
       "      <td>0.873</td>\n",
       "      <td>-0.834</td>\n",
       "      <td>-0.445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kurtosis</th>\n",
       "      <td>2.629</td>\n",
       "      <td>4.664</td>\n",
       "      <td>15.206</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               S&P 500  S&P 500 fracdiff  S&P 500 logreturn\n",
       "JB statistics  637.418          1110.285          29941.995\n",
       "p-value          0.000             0.000              0.000\n",
       "skew             0.873            -0.834             -0.445\n",
       "kurtosis         2.629             4.664             15.206"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = spxlog.values.reshape(-1, 1)\n",
    "\n",
    "f = FracdiffStat(window=window, mode=\"valid\")\n",
    "spxlogd = pd.Series(f.fit_transform(X).reshape(-1), index=spx.index[-diff.size :])\n",
    "\n",
    "spxlr = spxlog.diff()[-spxlogd.size :]  # logreturn\n",
    "\n",
    "pd.DataFrame(\n",
    "    {\n",
    "        \"S&P 500\": jarque_bera(spx[-spxlogd.size :]),\n",
    "        \"S&P 500 fracdiff\": jarque_bera(spxlogd),\n",
    "        \"S&P 500 logreturn\": jarque_bera(spxlr),\n",
    "    },\n",
    "    index=[\"JB statistics\", \"p-value\", \"skew\", \"kurtosis\"],\n",
    ").round(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1728x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24, 6))\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.title(\"Distribution of S&P 500 log price\")\n",
    "plt.hist(spxlog, bins=50)\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.title(f\"Distribution of S&P 500 log {d:.2f}th diff\")\n",
    "plt.hist(spxlogd, bins=50)\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.title(\"Distribution of S&P 500 logreturn\")\n",
    "plt.hist(spxlr, bins=50)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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